{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "toc": true
   },
   "source": [
    "<h1>Contents<span class=\"tocSkip\"></span></h1>\n",
    "<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#Pre-requirements\" data-toc-modified-id=\"Pre-requirements-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>Pre-requirements</a></span><ul class=\"toc-item\"><li><span><a href=\"#Import-dependencies\" data-toc-modified-id=\"Import-dependencies-1.1\"><span class=\"toc-item-num\">1.1&nbsp;&nbsp;</span>Import dependencies</a></span></li><li><span><a href=\"#Notebook-configuration\" data-toc-modified-id=\"Notebook-configuration-1.2\"><span class=\"toc-item-num\">1.2&nbsp;&nbsp;</span>Notebook configuration</a></span></li><li><span><a href=\"#Package-configuration\" data-toc-modified-id=\"Package-configuration-1.3\"><span class=\"toc-item-num\">1.3&nbsp;&nbsp;</span>Package configuration</a></span></li></ul></li><li><span><a href=\"#Helper-functions\" data-toc-modified-id=\"Helper-functions-2\"><span class=\"toc-item-num\">2&nbsp;&nbsp;</span>Helper functions</a></span></li><li><span><a href=\"#MD-showcase---Langerin\" data-toc-modified-id=\"MD-showcase---Langerin-3\"><span class=\"toc-item-num\">3&nbsp;&nbsp;</span>MD showcase - Langerin</a></span><ul class=\"toc-item\"><li><span><a href=\"#Clustering-root-data\" data-toc-modified-id=\"Clustering-root-data-3.1\"><span class=\"toc-item-num\">3.1&nbsp;&nbsp;</span>Clustering root data</a></span></li><li><span><a href=\"#Clustering-hierarchy-level-1\" data-toc-modified-id=\"Clustering-hierarchy-level-1-3.2\"><span class=\"toc-item-num\">3.2&nbsp;&nbsp;</span>Clustering hierarchy level 1</a></span></li><li><span><a href=\"#Clustering-hierarchy-level-2\" data-toc-modified-id=\"Clustering-hierarchy-level-2-3.3\"><span class=\"toc-item-num\">3.3&nbsp;&nbsp;</span>Clustering hierarchy level 2</a></span></li><li><span><a href=\"#Clustering-hierarchy-level-3\" data-toc-modified-id=\"Clustering-hierarchy-level-3-3.4\"><span class=\"toc-item-num\">3.4&nbsp;&nbsp;</span>Clustering hierarchy level 3</a></span></li><li><span><a href=\"#Merge-hierarchy-levels\" data-toc-modified-id=\"Merge-hierarchy-levels-3.5\"><span class=\"toc-item-num\">3.5&nbsp;&nbsp;</span>Merge hierarchy levels</a></span></li><li><span><a href=\"#MSM-estimation\" data-toc-modified-id=\"MSM-estimation-3.6\"><span class=\"toc-item-num\">3.6&nbsp;&nbsp;</span>MSM estimation</a></span></li></ul></li><li><span><a href=\"#Prediction\" data-toc-modified-id=\"Prediction-4\"><span class=\"toc-item-num\">4&nbsp;&nbsp;</span>Prediction</a></span></li><li><span><a href=\"#Cluster-alternatives\" data-toc-modified-id=\"Cluster-alternatives-5\"><span class=\"toc-item-num\">5&nbsp;&nbsp;</span>Cluster alternatives</a></span></li></ul></div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Molecular dynamics application example"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pre-requirements"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import dependencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-08T11:04:16.725553Z",
     "start_time": "2020-06-08T11:04:16.151957Z"
    }
   },
   "outputs": [],
   "source": [
    "# Primary imports\n",
    "import copy\n",
    "import gc\n",
    "import importlib     # Only needed for module editing\n",
    "import json\n",
    "import pandas as pd  # Optional dependency\n",
    "from pathlib import Path\n",
    "import pickle\n",
    "import pprint\n",
    "import sys\n",
    "import time\n",
    "import warnings\n",
    "warnings.simplefilter(\"ignore\")  # Surpress or enable warnings\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "from sklearn import datasets  # For sklearn test data set creation\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# CNN clustering module\n",
    "import cnnclustering.cnn as cnn    # CNN clustering\n",
    "import cnnclustering.cmsm as cmsm  # Core-set MSM estimation\n",
    "import pydpc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook was created using Python 3.8."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-08T09:14:22.691008Z",
     "start_time": "2020-06-08T09:14:22.685971Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.8.5 | packaged by conda-forge | (default, Aug 29 2020, 01:22:49) \n",
      "[GCC 7.5.0]\n"
     ]
    }
   ],
   "source": [
    "# Version information\n",
    "print(sys.version)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Notebook configuration"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We use `matplotlib` to create plots. A `\"matplotlibrc\"` file can be used to customise the appearance of the plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-08T11:04:19.413868Z",
     "start_time": "2020-06-08T11:04:19.401710Z"
    }
   },
   "outputs": [],
   "source": [
    "# Matplotlib configuration\n",
    "mpl.rc_file(\n",
    "    \"../matplotlibrc\",\n",
    "    use_default_template=False\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-08T11:04:19.629939Z",
     "start_time": "2020-06-08T11:04:19.619848Z"
    }
   },
   "outputs": [],
   "source": [
    "# Axis property defaults for the plots\n",
    "ax_props = {\n",
    "    \"xlabel\": None,\n",
    "    \"ylabel\": None,\n",
    "    \"xlim\": (-2.5, 2.5),\n",
    "    \"ylim\": (-2.5, 2.5),\n",
    "    \"xticks\": (),\n",
    "    \"yticks\": (),\n",
    "    \"aspect\": \"equal\"\n",
    "}\n",
    "\n",
    "# Line plot property defaults\n",
    "line_props = {\n",
    "    \"linewidth\": 0,\n",
    "    \"marker\": '.',\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Package configuration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-08T09:14:44.838616Z",
     "start_time": "2020-06-08T09:14:44.836274Z"
    }
   },
   "outputs": [],
   "source": [
    "# Configuration file found?\n",
    "cnn.settings.cfgfile  # If None, no file is provided"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-08T09:14:45.318558Z",
     "start_time": "2020-06-08T09:14:45.305150Z"
    },
    "run_control": {
     "marked": true
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'default_cnn_cutoff': '1',\n",
       " 'default_cnn_offset': '0',\n",
       " 'default_radius_cutoff': '1',\n",
       " 'default_member_cutoff': '2',\n",
       " 'default_fit_policy': 'conservative',\n",
       " 'default_predict_policy': 'conservative',\n",
       " 'float_precision': 'sp',\n",
       " 'int_precision': 'sp'}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Display default settings\n",
    "cnn.settings.defaults"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Helper functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw_evaluate(clusterobject, axis_labels=False, plot=\"dots\"):\n",
    "    fig, Ax = plt.subplots(\n",
    "        1, 3,\n",
    "        figsize=(mpl.rcParams['figure.figsize'][0],\n",
    "                 mpl.rcParams['figure.figsize'][1]*0.5)\n",
    "        )\n",
    "\n",
    "    for dim in range(3):\n",
    "        dim_ = (dim * 2, dim * 2 + 1)\n",
    "        \n",
    "        ax_props_ = {k: v for k, v in ax_props.items()}\n",
    "        if axis_labels:\n",
    "            ax_props_.update({\"xlabel\": dim_[0] + 1, \"ylabel\": dim_[1] + 1})\n",
    "\n",
    "        _ = clusterobject.evaluate(\n",
    "            ax=Ax[dim], plot=plot,\n",
    "            ax_props=ax_props_,\n",
    "            dim=dim_\n",
    "            )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## MD showcase - Langerin"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's read in some \"real world\" data for this example. We will work with a 6D projection of a classical MD trajectory of the C-type lectin receptor langerin that was generated by the dimension reduction procedure TICA."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-15T10:15:38.246335Z",
     "start_time": "2020-05-15T10:15:38.234503Z"
    }
   },
   "outputs": [],
   "source": [
    "langerin = cnn.CNN(points=np.load(\"md_example/md_showcase_langerin.npy\", allow_pickle=True))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After creating a `CNN` instance, we can print out basic information about the data. The projection comes in 116 parts of individual independent simulations. The number of data points in these parts is written out for the first 4 parts. In total we have about 2.6 million data points in this set representing 26 microseconds of simulation time at a sampling timestep of 10 picoseconds."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "================================================================================\n",
      "CNN cluster object\n",
      "--------------------------------------------------------------------------------\n",
      "Alias :                         root\n",
      "Hierachy level :                0\n",
      "\n",
      "Data point shape :              Parts      - 116, [5571  4148  20851  99928 ...]\n",
      "                                Points     - 2641593\n",
      "                                Dimensions - 6\n",
      "\n",
      "Distance matrix calculated :    None\n",
      "Neighbourhoods calculated :     None\n",
      "Density graph calculated :      None\n",
      "\n",
      "Clustered :                     False\n",
      "Children :                      False\n",
      "================================================================================\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(langerin)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Dealing with six data dimensions we can still visualise the data quite well."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 750x225 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_evaluate(langerin, axis_labels=True, plot=\"contourf\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Clustering of this fairly large amount of data points directly is in principle possible, but it will be slow. Pre-calculating pairwise distances would occupy terabytes of disk space which we can not afford and so we have resort to brute-force on-the-fly distance calculation. To allow quick and handy data exploration and cluster result screening we want to work on a reduced data set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [],
   "source": [
    "langerin_reduced = langerin.cut(points=(None, None, 100))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we distance pre-calculation is feasible and clustering will be much faster. When reducing a data set it is most important that the new set remains representative of the original one. Usually using a regular stride on the data points will be appropriate."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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jxa1P4Kc+/0XgwcvYd2sELzna5xAiuK76a/3iXpnt59g2UjOtFgxaRLly9qRHpWtqhi0CRfjZ2EJPi0AX2jU3Jw5hFeliTz/erPBuaXIRyOAQ5hWKvjZx49aIdzybwDFi9bOv9DIA4Or9p/FSezeF5BRdAahxDZx3YY+TkpPVymw/Nk82cEMJqZNVR1WrXOyI2JOLFZf4S3LiqkHy+mzh53rtO3Mj+AMZXtMWrnLsNfJirtrn19oou5kwp68FlKYfR1w+caO0KyVIda/A3D439n5xNcEWrq5/2OzNIR1MaXIx5iDo+0mCD4jn8SXlOBHSDtLy0mSGrTlxKCySEPEnPffeee+ViChzzcu1Q7sufIUc8trDY/MxF1HnFgIb4950E2j5O1YnpmBOHHIWUyQVyNSSR5lWsJEXoaeh6GsRPlFy49aI80fDfL44dl6e7Ypevf905P73HnyNj777Gj767mtN3zbSeYjw0ycQGeKeRFJRByHtxp47q0WILVhWJ6acRRtZPtuyjvxOcgOT8vk0fePL2H30WsQ5lx97+kcW5G93Cb96C2fShF+exB/Duy1AesoBG+6eLUr2bfs8vG2HfdfPbmLxQQLi+q2oHn0+2LeP+ChNLqaKPCAaIuu9MhPmO7lymbImfRPSKLJUpPrW0cLPFlOunpSucK8vp09eo8z2SIh3g+24vrAdrx/8IDzOwqKoyjb5XjtLrh3gFnuhyG1z4VUr+jNS9LUBW/C5lrPooHHsK71cCfF+s92bQnKMFny6GlEXZdi5f/rEJMLPBQe9k1ZQbf6aNBG30xuyuGcShhXXzSX2dM5eWdxtV7ejPP/UUigK78yNYLcK2cr22a+vc2izhFmT1qml8KPRx3SSIG8UDO+2AF94VvrIAXEh+PDyTqy8+Wksx49sIPtVQruuEPqLW8sf8X2ll8N9nJT/R4qJztuzCzOAjZOghH/tL3udA2WTpb0EIWk0quGvfNbtUO7NM3sjzZaBeN4eEA/D6vy76wvbU/P5bMH3/FNLzpCvPbfXHsmmc/80+njrvTLjnA8MRMOuPsG3fmFLuL9k/2f9H9T6/2r2xSFFX4tYO3DYKzZE+GkkRDm4/3bkeUUc0bZ+dlPYY89HUqXzi1ufCMUfIRr9pW4jJy8t/PSUDteXc9/4slP8UfiRakgSC/KY63Pryh8T8bF+YUvoZsvnsTS5GBY/aNdOsIWVOHHXF7aH67rEnkzfSMMWe7ZgvHlmL4KTF3HzzN6I+w5EjzW7oEOQizHZV65jNq3AZXViKpN484m8vE3m4JmwRdRShXvj1ojT5Sui8POhXVQR1qO75iM5khrfPiXFQr6gJTwrLoKcWOzGsnfmRrD51N3Y6+iTrA79+sQfIVlxVZ7aos4nKNLcotWJKae7NTw2j91Hrzk/u1qQffLFQCj0kpy9atgzdA+vH/wg9p7vvPdK+B5agGrnrxqXvZYRd2kXbb6wet6KOADm9LUMW2i43L0k1s9uKmzfvrQilv6hc879Yws/Hd5lcQwBol/mtuATwvsHXwUAjL33fux15It9HXT0SONIygW1CxfsIgBXftjmU3djDmFYuIH+sAkysJGnak/XyOLgAWUXL23WrrBn6B6Gx+bRN76MYcRzA/XjwIbgk3xbO9c21rNPXbBlqdqVfdh7Zaa8nydPo9fTz9P1vDxDpy8nuESgruLVgsbOEaTzV94/PZfOh+Ja7zu5rUVgUQU02cBXpaixT1rDY/N4dHwH1i9sceb4uNwTHRImpBqyjvrSn0Et6ga2ng7DnvI5l8+i/uyKuNN5fr7jQnLw9gzdS23ULOumzdmVcLGuzhWhqYs7XC1bXIiTWZpc9Ao+wbWPZT193OrbPuGYt1CuC4q+FrB+dhP63nqupgIC+zm+opBuEX7237G8cCTT3ybhc8mB1Psty/QTUiyyCD6NhLP0iUa7Cbbw0z+EVIurWKgatPCTz6C4ZK5cQJ232ntlJpZD14gpHC70BZUO5fpCxlrs6f59dvjV1Y9QH6Oyvt27T6NzJ137LCmHL2sRR6OKc6qB4d0W42vXkoWeS+eB6e5v1Ly8cMTpZiY1qS5NP3YWe7jE3sPLO9F3oP7tJJ1LKMZmd0SEnJ235OLO3AiGMR/LI2pFjy1SDKq9WNChXAlBRsKRld/B8R3oG994nnb0hsfmw/Du8OzF8LjwTdhIy+XLGgbOiq8dkhyHujgFcI9XlP3k6p3pbdqs9icyhHd9Ii7p+6GVLZ3o9LWA0vTj0ImSEGO11aQ9l853fQ6aFm1Ssdtz6Xy479IcP3v/vPSddyOOnwhANmYmQNzxSBN84vYJumLQ18qFEBdJblC1ywVX5WoStuCzX8N2tu1jQt+30yCqEXxZ8v7SBB9QPh6lzUva6MSkwgzfY9Iv0Pe4dg1lHXsiiiZtG5sFnb4WoCdyjO6ad7p9tgi08/mSXK5uGNMmgk9XOUvenQi/tQOHQ+Hn+5tL049j4nAQ0Vw/TuQgSV+4aScgVyUhUFtzV1I8bAGgXZ4sob71C1tin7Wkz/PA1tPh4yvY6Dfp4uaZvaHLp9uz+I6JJCHo4+Mv1wAALzzZEy6TnD+Z+mGjCzikIbO9THik3Ez9d6a1XpF2NtoJtdHCz57MI9M8yq/Tjz7MxN4zLPjKUBTSLOj0tQARMiI8ktw+XWwgLlUt7V46HS34XCS5fv1D52KicNvbn2Hb25/F8v0ISZot+vGXa+EPkHxSs0+82s3phARv0hp8YcW0ZQBiDpJ929UiRASG9KzTM2yBeLsTV4FEWiGGXawhx4sPl+AD3CHj6wvbIwUcso32MgDOOb2uvN3ViSmnUJb9k0QYPrcEpeT+SbsmV66hUJpcdPZTbAUUfS2gNP3Y2xsuS5hXHK60BsVZix7yTqP66PUPnYuJxtL0464Pk5N0arnK1sJPQl8yxUCwKyfz2quLtBdfAUFSioAtIJIqx5M+byLytFjqG19OrIYF4sIvSQhqUed6LKmi11UV/M57r8SKPPT4N7ths/yNaf0ydeNqqfLtG19GcPIigpMXI/tc71Of8LN7dabRDuFH0dci7HCidvTCUWFqWTVNhCX/zSVyOgERs3rknM7lWztwOGzJUu3fV5p+zPYsxEnS6DQftvATslYBEyK4hFlSioB+zJW/56pQda0nn3vb4bbvu6potRjbM3SvKiGoScrjk/fN0hJGb7Pc1n+jLcQE3ZpGbj86vgOlycVISxi9z/UFneRD+lxE30VllpYxnL3bRYjwc/WNs3FVnSY5VGsHDofiKc0RzDM3bo2Egtcnensunc+cx9gNzidpLdWcuOxkd0KyokWavi1hQl96QJpLLePW0i5Eki54GjVlw8YV9rXFX5rY8z3matKchh0CfnR8R+x41sJQZvnqfZsUwnVtjziLGl380WxYyNFiBvffdooZEYAi9gb33y47VJfS889K04+BhSOhG7Z24DCQ0uIkT4gTN4jzGMWG8HvpO+9GcvseXt65sV8y/n2dsg9IftAnoRee7ImdqD7+ci0MX33yxQD2DLV080iX4WsRoum9MoN1bBQPJLlXgk8E2Y2X7RGENp98MRBeCEWLOuIFHvq+S+D5wr7yHrag84lPmRMMJItXKbiw94MUZPheW5CiDB92uxj9PtU6dvaElWZBp6/F6PmwQFnsacFnFxqIu5cmXuTxIoUyO9nRJO2hGUUVWVwRFnSQWsniAIXjwpCetpD2uK91UVJI1n4srZDD9xrVOoxS0JGEK5Qr2Dl/fePLMCcORZZpcSm5j/KT9N71zOttJhR9LUZPjrBHhbnaiPgaFbvCllK16qpezTOSi2g7oA8v70zN42P4lmSlFsHlO3nZy3U1YTO2g3QfWU7uIuYk18yHCD4t/OT5vvfxCb9qpm+kFXPYzp6uhE8jrW+mOHL62JO/VzdqLk0uRgSYiD+dryeCTvabfkzaw4hjaOc+yv8lyX31iTkd0m/V9wLDuy1GT44Y3H8bo5Xlg/tvY/3spjBEq1k/uyl0/FwiR16vk6tSS9OPgcvP4satjRDDjVsj4f4RHl7eiUFsFHgQUg92ywdN2slp4/EBABu9+yRfpzS5SIFHErEnONj931YnpoBKH7/Np+5WetAtbzyG+MgxjTxfv76Q5QJF98+Tz7gmqYWRToPI+lj59eLvY4tLV5sWoPI3zW706ZP9pUVw+HdX1tP7oQ+Voo7Zi5H3W5ntDx+7Obc3IgQBAI7efSuz/egbX/b2YLSFZ6ug6GsDtvBLKlgQYaOFH9C9uWqju+Zjwk+WC5LbR0g16MaogjSrFVdBTmK1hKeuL2yPVBC68nPYuoUIeixX2nQGaeD8znuvYM9c2Yn7AxPRx9atMWErs/0wlXXCalMrP813weNrkqxJEnySC5t0HOnHRABqcafz/PS2yO09Q/e8PTZ9gtZeHstnnIs/R/f+SyvaioR0VZNnW9ivzPaHLWKASt++xFduHBR9bUQXMABRF8u5biXU63L7OtnlE7a9/Rnuv/FsTPjZlcxa8HWr+CXNozS5GHbfd42Zqlbwldcvn6BkLq+cbDUUfMSFTNgIJ0LAnQs2d+bXsGdoI9yIK9cAqEkTdnHCOLDqec/Np+5i7uCrTgEls3bleHj+qaXYRZEs18eM7dzJ/azHkytULKHmNBGqXbfg5MWoE4h59GEmJvB0b79hzHsFnV5fF5Bo988lMsNtsidyTJ7G5knvnxLSrFneFH1tojT9GP1AGNIF4BR8dqh32SH8+rtA8Aku4Xfj1ki8qhmVfTNN0UeqQ06ugu9k8snXHwIAnn/i5arfww71EKJxhf03n7obOn6rE1MITl6MrePKJ+uzqnp9BQSuHD47f88lfNJGq9XiiqeRdXavNGcWeq/M4Obc3oiYlQsx33Pr6bHpmmqiX88O3+cBir42srxwBEgZN+Z9nnW/Wxyv+28861yuhZ+mm/520nzKJ1V/iwpnH7GM4k/nIw1jHpsn6eyROM5QX8X5sSc6SF4YUHGs1LzZLNgTI4TfOPhqbN2k8WsuEfbJFwOJhU5JUzk0uv2Rzdtzu70OoDRwFlGn3Twhsk5FHGq3zvU3a8Eo6wu2yAQQyxmU/5Hk60novZb8vWZEB1i922F04sSNWhndNR8KPfktFb2EVIvOm5Ive1fYCtgQemnLBH3yu76wPZKvQ4gLOaH3jS/j0fEdzokPgtyWKlW71YjL3bOdZt26xEamYOgpHBK+9blu8pn3hXHtnL5Pvv7QeQz5hKOMapNt0Nsh2yjbq9unDI/N4/WDH2DP0D28fvCDSNha/xb0GDdBO6C6RYuNvK9UBOv/mW9EXlaalQ5C0ddGtEOlc/JkGkXWMWwiglytXDqtpYm0rdH9CrXDJ8so/Ei16LYXvgTwRrBn6B4eHd8RCyMTAkTbqGgxsDLbH858vXlmbyR3TEgqJPCNXZPXkNdfme3H8Nh8TOQB2cOqtlDTws8WejbVCL/YcxO2L0uzZslXlL/Z9T2QtWWNFpEyg9uurLZDu3kI9TK822ZE+C0vHEG/quq18YmcnkvnUZp+7BR3nSb4gHKO4+D+8m1b9Op8PqC6cWyEABt5U82alWtP6Kg1rEO6k6UHx9BrLbPzwpI+myJSbp7ZG6kq1UJHhxpdyLqv4wO8894rscezCj8hSbA9/8TLicJPp0zYIeGk7fBV9AKIFGW4RLI815XLK+FgG1scVjN6MVKZnYM8Xzp9OUKKOtLakYgAFMHXTawdOBwRdva+0OKXffpINTRzIoY+WdnzeGWWKiE2kfZBDrHnExe+BsFJy1zOYSPImrvnIillohZcs7Bd4Vu9vvzWt+1lmiyCzxdub9V83STo9OUccbt84kf69/UPnYv18gP8LU3EBcyzU2b/zaHzd/nT0PVz/c2EaFyJ82lf3EkORVJBh/QVC9tqQDXRrWXjSVehG/ImuX4upLBDbsv6rgpW3+sk9aPzkZS7J8tcM6qT8B1D9nu58DVwFuxCDEEKOGwh53P8NNU4e4KriGZ1Ygq9bXb/KfpyQv/QOazjvHMcmT2Zwg5zYuFI2MhZ2sAAya1cZP28Vr/K37fy5qfOx5N6GpJi43PzslxlV3vykufY+Ibdk2KjT/b682iLOE1aaxEd5rWxQ78aW9j4wqk+AVaPw5eGDvX6hKDuI5iE3p8uQWjvB1sspj0OIHKRJ7jauQDRKSvtgOHdHOEq3tC96vR6rhw/EW8SIvXlBwII3cG8Cb6kAg1d3CG/u9HlM8aUjDE7jDH+fyDJjE5wt0+M8gXuOnFk6c/nO/FJRZ+mmeFlkn/0/3/u4KuRStw0knLUgOTihSzONpAsntKEFdB4EZg20cNuJyPHsku8Sqh2z9C9mGhLK9xwPScNPXFDCmjy0py9IU6fMeb3AvjjAL6JchPwy0EQfOBZ91UAPxwEwY824r27FS3ynI/dGsG3DrRwg3JKl4Z3nwbwnwC8BuDftHlbOg571qUrl0b36hKkPUQtbp8mrAzEPDB7MXZCXkd7Zm52I8aYFwH8MIAdKJ97bgI4FwTBb7Rzu2y02C9XdZc/e+bEIawCkUbM9mdT95oDEGk2fGduBLuPXsPqxBT6MIObZ/Zi99HypI4ksZc2Ys0my7Qab+uVysWTTpeopfG5dv/sySDAxt+UNNnDhy4MsYs5dOjct99kLjKAsJ2Ovh9OTanQTgFYt9NnjPlhAL8G4B8B+L8AvAngPWPMu8YYl/TfDeBP1/u+3Ug182RHd83HXDHb2dNiaP3spkTnLy/obbb/Pu2Eyu8uLuYwAIJ2b0QnYjtqMh1jdWIq0t9MvsxdJ4RwFmjCScl2NqLD6Tf6e4mjIzDsWx3GmJ8yxpyzlvUaY94BcAXAMQCHABwG8JMA5owx/3vLN7RObIFmFxfo+76+cVnIGta1cfXhq5d6Cjmkj18WsrRoEkdPC8Ck/n262bMgAi/Px3hdTp8x5lsA/gmArwCcBPDLKLe7/zaAPwXgojHmUBAEjZ/T0oWsHTiMQcRz+gRx/3SjYjuvbf3spnDKx7LK9Qsnf1QqhJPCuu3O87PFnsv1dE3n6BSMMesZVgtQPn7C+0EQMAe3BvQXsLh+khRvuyp6nmi4zFPUEVkn4eSjE+3zfDLIMUcAvG0t+39QFnq/AODvALiLsokxCuAvAPgZY8x/DoLgF1q4nV70OK7Np+4CB18tfy4qDp9dYGD3ztOfL1dbESne0Ll/emasXOjcPLM3tm2uz3wjSTt29OO1jDz04ZqskVUo62Isl2Mqj4nj+uj4jpij3ze+jJtn9mLs1PthEZd8Btrp+tV7EvkrAB4D+FYQBLfU8p8zxvx9lENT7xpjXqPwy4YIP9wawdX7T2Pfts8T1394eWdVDqE4Y76wqFT1tlv4AfE+fRopbhlER87fNQD+PYBfhdvN6wPwgwA+A/CghdvVFdhfolny6FwD3XWYV4Sf66SUxW3Qo6IAABzRVg1PArCT1g4C+LcAXguCQF9EzVccwF9C+fyUC9GnP4PrF7ZgeKw/4tbZ7UIEW/C5yNq8uV58kzfSSLposo+ntOr4LCQVaQAbzpze9/bItSytclyFM/ZF3e6j18JenXnJ561X9P3PAGYswQcACILgU2PM/4LyQfcvjTGvB0HwVZ3vVziu3n8aAFLFn0acMhF4odtnPa7DvXnMixvcfzsUfiKA7f1Rdjs7Lq/vjwH46crtvx0Ewf+nHzTG/H6URd9fCYKAOX11kiXHD9gQfj7no9aTkX2iyJK4TyL8OoAfsJZ9DuAXLcEHAAiC4L8ZY/41gD/fio2rBvtzl5RbFxsNqASgdrHShJ7OAczyPoC7TYvdnsVOb0jKhXUJP9/x5BKIrnVdeX1p2OFaXx6f63n6uE0SfPI/jghAK91EcnrXL2xp+QVgvaLvCZRtdSdBEPy6MeYHALwP4OeNMf9bne/X1Yizdv/ypxjdNR8KHB/i8GlHTLt+Oky68uan4WNaDMp9+Qi3290DygLUlX+o94fcHt01X/57cuBMZiUIgneMMe+jnP/6z4wxNwD8uCp+Yi5fk5HEd1eIF6i9qMOXAA4kV1iSRM4B+JvGmOkgCM5Wll0CsCfhOTsA3Gn2hmVlYOvpyCQYHfLPOgbNJWy0+PO5VPpzuPvoNQzPbvSrSxJ89m29rJZKXVv4ZXH1XI9rQZq0T1zYPQ1dQk/vP912RYs4+e4wJw4BKBfiSO5wGnYR11KL27fUW8jxSwBeMyrxyCYIgvsA/giAIQD/HMDvrvM9uxYpttCtSVzcuDWCG7dGnC1e9H1d7ND31nOJ4dL1s5tyNbatNP048+zhTiQIgrUgCP5vAM8C+ALl4qf3jTGjKU8lDcQWYklFHY2CeX1V83cAXAPwj40xZ40x3wTwNwHsMcb8BWNMeB4zxjxljPlbKOeUf7c9m5uMLTwEn+BzOX5pSNFHWgGDSzT5Pu9pLVSy4ArnVoOrZ5/dUsW3f1yOqEzrkB9ZZ/fRa2HRV5aem3odXyGHOICuMG8rQ7/1On0/gbLwu2SM+fEgCK65VgqC4KEx5tsoh3p/vM73LAw6nJnEjVsjzsIG2/VbwYaI6h86B0yfC4Xemir+yItjpsO7APC9B1+Ht1/cWv6ev3FrBC9Z4etOIgiC2wAOGmN+EMDfBfAfAPw86PY1FV/fPo0O89qOX1jdmzGsJFDwVU8QBL9tjHkFwD9AWcz9KQBfAvivKAvCnzDGzAPYCmAnyjmz/yAIgn/Yni3eIHIyr7jLejasdqX0ZylJ6FXjbulijjtzI+EkDtf7RvMHB1Lbs9RzMaTbuFQr/Oz5vJ98sTuyT2QqjsZV1CIhb3vmsbTA0dhheVnXDuXqgh0b/Zri7pUmFyOh31ZQl9NXyeX7w5XXuWqM+ZGEdb8E8CqAWygflMSBOFy2y3X1/tNeAZhWybry5qeRVic9l87j/hvPetdvt+O3vHAEywtHUoWc7A9fs+pOIgiCnwewC8DfAzDZ5s3pKrI0RdbzObVzoE8maSc5nQzO0G5jCYLgURAEfxrAGMrh3rso97M02BB7SwB+FsCLQRD8n+3aVh9aOPjmugLRnngivPRtLQB1mxH92vIYEG8t4npfec1aqnizuH92ha59X35qeb+Pv1yriL9ok2YfLidOcm1dzqi+QFyZ7cfNM3vDxss2WWZs2wJyYOvploZ3624BURF+3zbGbA6C4FHKukuIJ+SSCqXpx4liDIC3ole7fVLR6wqPbnv7s/A97r/xLLa9/RmAzpjFq/neg69Dt6+a6uU8EwTBCoC/bIz5WQDfAnC9zZvU8aSJPfsqPym/D/ALP51TlUT4hc/q3ZoIguAmgDcAoJJWtBXA/5/XIkHJ5RPs9h9pOXW6eMLGJW58c2ddz5V1Xa5iI3rwaZyFGI6cPn1fXEBfXp+9b1wOn70/+saXsWq9ll1ctTLbH1bZlyYX8Wj2YvhcABg79T6Acusd+d9mGfGo1+u9MtO2Ju0NG8OWJvhIOssLRzC4/zb63noOfW89h9Fd84lVu5Lb5xvVppE8QSmQkPfIY9NmLTxtQXd1/UNcXY+HAzo1vOsiCIJfDYLgnwRB8Jvt3pZuxf6y1V/6SU2bk2hmuwwSJyjzW3kVfED5oiNSAGA5vnao1iX4qkG7fmPvlcWJtIaRz+frBz/A8Ni89/OdJvheeLInTHdwOZFZtj2Ls1eN+/fG2E28fjA+BEzvDwnbyljGpGpcub9+YUtknJr+3nC5erozgBR3aCfPzvuTqR2thLN3SYR2h3ZduMLXV9c/jOT4EeLCFTqR+6XJxfDL157WYZOWu6cnJQj2SUX/EGLjE1uu5Z98MeBt5uxKL3ClGwyPzWfqA5iECEAt8pLcyUbhe20dwrb3iRbfuirXXmYvf3R8hzecq9GvL6JSi8SBraczV/g2E3b4zxFSXLFSZYhX37endkiY13b+JAdOQsH9QxtFHXmYZ9s/dC7iQO7b9jm+9+D3xda7ev9pjF7eib4D+SpCIfnClTNjh371tA7d10zP9MzSG0yqM10nEQq+YlPN/99VqSrYnz3bzQLKTtTuoxvr7B6/Fnt/eZ2kFAafGK2mT1+jSBOS+qLLbmMzfPJiOGED8Is8F66JG4Kv9+bqxBTs4L2EjkMxeKr1aR50+nKI5NmJgEsK8doCcHTXfMwZ8+W8ieBbO3AY62c3hYIpD6FSX8h5Xylu99+4NYKeS+cp+Ehm0irs9Je4DoNldUV0OM11QmhHWIe0j2a6O9rVavdFhUuU2U5gM7i+sD1SoWvn2MptW+glufuCOXEoXEdCujpsbz9fF4ro75kk4dhK6PTlmNFd8865s1mw27joxsw9lzbm+5amH5cbM1dGmeVFOJWmH4fO4yDOYxTAi/ef9oZ0P/rua/j2dOu2j3Q2Sa0VgNpOnr6u/uIE2K8pwi9L6Ih0JlnCeWmzb12O38b60UpcPc8X4+Vf2onSLrSIpCzvXQtJbV308mreIy1v0K5Udh13Gt8UDZllvPnUXUAJvN4rM5HvDZ3D5yvmWK8UhZgTUxtFJI6GzDKurdnQ6cshLpcr6xg2KezQlbyuKt60BtB5oBoB+tJ33m3ilpBuxJXv5/vizlrU4WvD4ZuPmocrf9I8sjh8Waplk0K8dsuWO3MjiQ2F+8aXYU4cCoWRy71OasScVaTpEW5auNYq+LJgH1urE1MwJw6Fbp387TJJQwotSpOLKE0uht8JpclFbD51N+bIJ/0/S5OL3vFs+nmu7531C1talutH0ZczpD+dCDLt1u3b9nko/qRvX1YxKOJPj15bO3A47InXCezb9jle3PoE9pVedoZ5O+XvIPkkS8NmoHySdOVU2SdfIF7RK/fld7vDcaT5yEleHLfdR6+Fn5Nq+uLZDYiBeC8++7YICSkg0o/1jS9HKl6rKeioRqy5ij3qRbdpcbVqcYneakXV3MFXM1+UiUNnu/b2e9piL0sP0UZD0ZczdF6dS/hpXILPldOnscWffs88okPRhDQTXcUrZOm9l4Yt9Ozl6xe2ZGrqSjoPfZIXQbA6MYXdR6PDq7IIIxGItjjbffQazIlDsdcEyhcym0/djeWXygVO3/gy9gzdixR0ZBF0jRBwPvfP9366Kth14aVxTdRwTdVYnZgKhZc+Dh8d3+HcnzYSvpfXWHpwLBKilfcVR9GHuIytgKIvh9girJa8Pt2/T6PDup0wxaI0/TjcZulb+OLWJ8IfQhqN3b4lS98+Saa3fwRfD787cyOh29fqK37SerQYqaYPZFZnzb5IkfezBYx85lYnpmLPabQz5xNotbxHlvX1RZsILu2oyzIJ8SZht2FxpX+4QrUiKIENlzUv8KyZU2oVZC6xl5S/1wnCT0LRAFIbVhNSLUlX2NUIPxeuHD+XKCTdjxb1IgKyhlRdRRzyWbx5Zi+CkxcjvefsOa/CzTN7cfPMXgDRSnVfhboWgFqk1ZuL5xKC1QhAexSdIMepOGsiuGSf6B9B+ufp5subT92NCT67yEIvs79D5HtD7+MkN7+VF3wUfTlFt01xhWv3bfvcO4s36Xmu98l7Lpw4n31vPRdx/HSO48PLO3Mdpib5ppnCjxB9UrfdIp/48TlhLqGow7e+3DUJAcuoQZcLloWk7bJ/fPhyGY8+8zvO/n+u9wLcx6J21rJWxkvhhgst7uS3hHW1kPMVhZkTh7A6MeWszJV8z46avUuax9qBwxjERk5bmsizCRs1A+F4tzU8B6AzHD4XawcOo+8AMPrmp7hxaySs2m13M2nS+aS1cWkEdPfI6sRUebbr3MYyu22La8KFJsuFx8DW02FvOHsU3DDmQ8fPhWxPUtsVvc1a4Mm2+Wb7CvZynVcIuB+rZoKITNLQM3JdyDGvj//eKzPorTweG71mOYU2qxNTCE5exOZTdzFQeX0Rdfq92gWdvpyS5lrZAjBJECblBHZKU2N7G/veeo5tWkjTsENANtW4fQznEhsp5nDNi7VdMpdrZo8Y2330WqzSdOnBMWw+dRelycWYqydVxOL8CXYFum/KhlTM+sTe9YXtVVUma1zP++SLgdTXGx6bjzVblpYruh2LT3DpCz5p4WILPjssbLt38tp6G2SZFp7tzN+l6OsAbtwa8Yo6ad1i37b56LuvYeXNT50OX97Du0B0G+3JIZ0QoiadgX1CsOfy1lvN62vt4npvUgxeP/gB9gzdwxtjN51tWTT2MtfnUYeP7TxCEYEu9GfSFn5p6PVFoCWFel3CNouw871ntcelPtbscLvvOLQFX9JrZ2kPoyt+WwnDuzlGBNrorvmqQru+/n03bo2UQ73wCz+f65f2eLOx3ze8P30O+amLIt2AHYoBop33JSdqz9C9qtw7W+jp+63oxE/ah3x2SpOLoeOjJ2XsHq9U156Jung+EWh/lnQOmx3KXHpwDKiElGXqQ2lyMXTBZEqHcGduJPa5tkVbWZxtuHm+bY5uq9v9c83/TcMOIYvLJ/vhztwIxt57H4+O7wjDvAAit4XS5GJsRm41yP62j2H9/RG6go5Qsqyb5kA26qKQoi/HyMg04XsPvg7blOjb1SDCD0CkdUse5u0SkidcYRkgPtQ9q/Czx7Tp+xI6otvXnWhBoIVfEvZnxV6uR43JRUk5h889/k3WEYERFigh6pLtPnoNw7PzeB3AO++9Etum6wvbvfl8LmxBGBWs2yOvmxVZd8/QPWc/veGx+co+LgtrEU6usGs9yHHrm+Rjo98zy/tnFYbVQNHXYejZs0ki0HYGXc6fbno8iHTh1wm5f4Q0GvskLU6f4DthuZLOmddHgIoInN3hfXzP0L3EkKVr6gYQ71EnYlPEg6wr7h8A9GEm2tYEgJkoP3/P3L2IwJLfIvyqwZcHq1/X5QbaDqAcV7KP5G8KKjOH9T5IqmauFl+hl6udi163EUKtkReDFH05pn/oHDB9Dje++0PedWwRCMDpAOqQr57NC0Qdv/uXP8Xg/tsxAUjBR8jGAHc56Yr4s8NNQLID4grP9WEGmKTTVxR8I75EzMjj9vg0/dyV2f5QdKyj7DaJyHGlKVSDbuXiSk3wOdf2hU1a0ZP9PBF5SfmNev3d4rKNx8caNnqerS2+ktIy6hVqzar0ZSFHh3F1/UNcXf8wcR0tBCPPVe6fNHG+cWsk05gzFkoQUiZpHqd9gsuSnO6b1kGKh11NK9hVqRq7hxxQv1CQcGUtOau+ghBBV7NLUVPS+/iKn3Rz6qy9BpPWc4njrIUWuihj/cKWMF+yWlpR3EHR1wG89J13cfSly5FlaeIvSfjZVb5a+A3uvx2bzUsIcZMUgrNDUrW8BuledFuQ0uRiWCluThwKHWURcvYoLz1pwn7NagSfr6Hwymx/zMXW+ETa8Nh85s+zLQ6rbYOkkXGGevKGa1+kNWuuVWxV+z5Z3rtZ+b0M73YA0qT5xY/2Aw9ejog9ub2v9HLsebUWewi6wIPhXUI20JWC1WKf3OzqSUKADeFgC7tGznGVXFVXA2fMxXMLtRBMc+fsFAi573o9O082LV/Q9fr14hJZNQnoGlM0XDmDzRB+FH1dwtX1D73CT7AFYCzPz3ouK3oJKWPnBvVemXEKv3oKNcp5fVvYvqWAJI1pA6xiDWy4cfV+VpIqT7U407msWmTZeX02Mv1D34+8B+Zj69mFI64cQZ3zOIzyNt2ZG8Ew5sP9IzmOMlljdWIKSw+ORSqb81Ytr4Vfo6p1bRje7QDEZXNV4GrScv2yIoUdhBSdLPk19kSDLLimdMhJrB0NW0l+sOe0ulqvrE5M1RRCdDUi9gnHvvHlMNTsYs/QPbx+8ANnSFfu15trl3QRJSFu20l05fhpcdvo4o5G0+x5vBR9HcJH330No7vmE8O1LqdPSAvz6mpeQYd0WchBioZLeMmXsT2iyYW7oS3btpBkmuk+6Tw3Xz4fEB1DaId9pdhEjz3zTavRgnHzqbuJIlCHju2iELuYQ5w9Qb+3uJF2HqTtaubN5WsVDO92CN/+pf8X9994FkBZ3FXr6iW1c7EpTT8GUBZ6zOUjRSXLkPTNp+7i0fEdsbBXVnzOYFFPSCROvZ+FtFw16dmX1GBYxFNpchFLD47BTJT74okglOfqVjLmxKFIzz+paNVCzNWWxj6OfOPWfM2l5fmSKxu2Q0rZJ0WBTl8H0ffWc6kh3iSSBN+NW+UDZXD/bSwvHMH62U2s4CUE/hPE+oUtmSYrZEWciSKfkIpKs0N6PqpNI9Cf977x5YhQTGplJOJQO3S60la3pMla1ORzDV2FIno7sk7P6FYo+jqMl77zLl7c+kQslJsW2rUF375tn8cEpM7lYxEHIRvYJ+OlB8fCE1nSyc4mrWdfLXlahDQCO12h98oMBraeDidd6OVaOLlE1OZTdxGcvBh5TD7bLlGnw8m+da4vbI+FdaVNixyDSaFmHa6WC7ZGXrR1ChR9HYRd0LGv9HL448Il9nyM7prH2oHDEbEnYV5CSHZq6TfGBs3ERauKelx5fiICtaBysTLbHxNtrlDu+oUtiS6eHSK2C0TsNjGuY0bn8em8Q/36tkittZFyp0LR12E8vLwTo7vm8ZdGfytxvVr68zGcS0h27JOH64Tm6jcmUzrswg4KP2LTipBvUs6fONpJ00Bsd1q7b33jy6HjZy9fme0PH5NjydWb0FUd7+ttqUPHrikmLldSr1OEqnkWcnQY297+DPffeLZcyVuZqmFP30gTfHZYd3TXvHPeLiHEj907zZ5VmqVKV2aMpvU7I6QZZG1ILK6fLxyq+8v1jS+HBR8AIkUUK7P92HzqbuR19CQNWEUl9oXQ7qPXwjYtYasWxAtAfPl+dhNq/fcWQfABdPo6GhFvEsa1w7lhGLiSv2fn8Y3umne2aiGEJGM7MOKGZHX7NGl5foS0C/tzbvcPdAklOzdQiyxx8vQ6LiFm4+pn6bqo0hXAtgPpcivzUjiTNnO3kWF+ir4OZNvbnwEoizZfNa8WfC5ssWfP22WrFkLSsU8aWvhV69yxfx/pBGwXTbc0EjHnmjCiRdj6hS1h+DVLs2TXsSSTOcyJQzAnDmH30WsRB3Du4KuREK+dd+iimSIwSbTp912/sMUr8hoh/Bje7VAkzAskT+oQcSeVuQ8v7wRQbv8CxPP4KPYIqQ75wl5HPF/Ix8dfroW3X3iyJwzzzh18FWPvvd/wbSSkESw9OAZz4hBg5cbpkWEuYSKh24Gtp/Ho+A6YE9H+fpos/QKBeA6tL6Qbho+9r1qmHbmT9uOtCDFT9HUw297+DHjj2bDHnqBdvMH9t0Oh52PtwGH0XDqPtQOH0bhR3oQUg2rbPmjB5+LR8R1hXhQhecAWI9LvTjtnMtcWjrFxeh0twEqTixhQry8FH4I0Pfc1bu4bX8ZKpaWMr5rX3gbBJcL039mq0K92Sge2nsbShH/dRmwTRV+HM7j/Nl7yCDtx93T/vW1vf4b1s5uAS5yvS0ij0SesrOHaj79cwwtP9jRrkwipG9uFGth6Gpg8HRFswIa4SnX9KrjEpBR+6GNJCz8perozNwLMxbdVC8Q7cyPYffRazOXrvTIDTLa/CXrWkG8jBShFX4cjFbeDiLdbeXh5Zyj4ZL2es5si9/uHzpXdvelzdPkIqYHS5GLo9kkrCiB7Ba9QLujYnnkiASGtRISfLUCSxhWmhSwllKuFoG9qhp7NC2xcVPnGtLlGI8rrrsz2Y/Okd7NaQlbB12hYyNElSGNl3WA5JvisQg3m7xHSGnQFr8vV0yFfGRZPSN5IEiNZctay9B3UId6k3pW2+POxMtsfEZdSad/OaRz2ew9sPR0ua3ZYmU5flxJz8gBgmiKPkEaT9eTx/FNLYXuWF57sSc3tI6TTcI0rFNYvbAnzVLMULfSNL2MYcbfOh+2Q6+cPYx59mIm4iLq4xN7WZiO5jMJSpT9hK5o30enrMjhVg5D2U2vbFkK6BVe+no2vhYq0cjEnDsXE3PWF7eGPPr7sGbw2tuPn206g9f37BFbvklT6h85heeEIAIQVuPoxQkh7sHOK0powl52/jby+R8d3xBrMEtIJVCNeXMJvZbY/nHKT5PRJaPf6wnYMz24UcOgpHbuPXgsdvtBpdLxWu4SejStvspFQ9HUBobhjMQYhbUcXcwAbBR06vJuGVCtS+JFOIsk1sx+TPDaX6OsbX8bNM3ud72EXSL1+8AMAwDvvvRJz1rVLuNqi8GneoegjhJA6sE9avVdmYsJPqCWvT3IG2beP5B1naxfHbWAjj81Gjqfh2YuR5XfmRmJFG3uG7pWbRQN4HdH1hZtn9mJ3JZ9Pu2g6x7DdtNJlZE4fIYQ0Ge1ApFXyChLWWpntz83JiZA0slbp6vWFpGkcwMZxVG+u7NKDY97ZwXmhkfN2NXT6CCGkgegKQZ3Xp8NStuMHxCd1DI/NM7RLuhoRfBLqXZntB2bdEzZcffeuL2wHfuTXKrdfCefx6ufLfZ3Tp2l2Dp0LV09Dm2aNZaPTRwghdaCdDf0lLhWEw2Pzmap5Xa6fDF8npNuwBY8WZC7BJ8jF056he5HjSW7LJA55nlQC58ktz9omphlilKKPEEIaiEv4AfE2Ls8/tRQJ9coyFxR+pAiIsy0XSvqCSZMlvKsFH5C/Y6hd1cIM7xJCSIMITyyeUVKCHeolhJSd7b7xaHGUTOiw3bu0di5a8AkSym1HQ2YX7RB+FH2EEFInSScPXcmr841st6KaOb2EdBNy/PTW8Ny0Gbyu98pLT752QNFHCCF14BJ8aVWI9knJJQIJ6UayiC45flZm+7GCjQsmydeT8WquCyU5tnRRyOZTd6PjEiebUyTRCVD0EUJIHegTmG8Or69vn+CqTNT5gEV2Jkj34BJavnFtwUl33z09hcOHhHaDkxfDPEG7kKOoxxRFHyGENAg5sbjEn2seqEZGR9kU9eREuos0wdd7ZSaSgycXSnLcyEWTq1efzOIFyhdQ8jp948ucamNB0UcIIQ1Giz/XmClX+NfnBhY9B4l0B2mfYddxAiB2TOhZujKqTQTg9YXt5Xm7SkD2jS/zGFKwZQshhDQJX2+w1Ykp78xRez2g/VWGhLSStJxYH7o5s7yGPoaaNeWik6DTRwghTcTlMMiJZ9Vq7eLL+6NLQYpAZDIH4hdBvhQIF/qiSk+36L0yA0wW93ii00cIIS0m62zS3iszFHyka3F9tkuTi+gbX4Y5cajm1/WFiuX1iwxFHyGEtImBracjJ6G+8eWIu5H3ofCE1IsWfvJZl2NidWKq3Lal8rP51F2UJhfDhs0AYlM7XAVTPIY2YHiXEELaTGly0dvuBWAxB+lekgRZ75UZYBxhFa9u4uybxrEy248+zISpE0V39mzo9BFCSE6pNaGdkE7AFnzyeV+/sCXy2bfdO3vCjdyWfpcrs/0ITl6k4HNAp48QQtqMy+XTPcoI6UZi7nVKgUUoBMeB3ePXwmNE5/DtVqFfQYvLojvmdPoIIaRNuFpI2Ces3iszdPxIodEtjuzjwy7aSLtYKnp+H50+QghpMb7RUwDQh5nIiUseG2jd5hHSVnSOa2lyEfBcGPWNL2NVLe+9MoPSqfJztfCzp30UGYo+QghpIWlOw+rEFPoQbSxLSNHQ+XhhSHbyNPpQFoNS0auLNgDg0fEd6Bsvrx4eazyOQij6CCGkhdg5RUUPNxFSCzK2sDS5iAEAj2YvhssB/wVT0XP6KPoIIaSNyElIiz86fITEic2yrgg9AGFBx6r1HNfxVWQo+gghJAf4Tk5FdyYIEUqTi+itCD/J3wPKx0yvY3197PA4KsPqXUIIyRH65MSqXUKilCYXI5Ns9EUSj5d06PQRQkjO0Cev9Qtb2GSWEAdMiageOn2EEJJzkka0EVI07P6WdPiyQ6ePEEJyDF0+QvwEJy8C4/HlzOFzQ9FHCCE5g0KPkHR0MQc4ai0TFH2EEEII6RgGtp7G0oNjWJ2YCifVUOhlg6KPEEIIIR0FRV5tsJCDEEIIIaQAUPQRQgghhBQAij5CCCGEkAJA0UcIIYQQUgAo+gghhBBCCgBFHyGEEEJIATBBELR7G1Ixxjz6xje+MfDMM8+0e1MI8fL9738fX3311VIQBJvbvS08ZkgnkKdjBuBxQzqDeo6bThF9nwPoBXCv3dtCSALbAawGQfB0uzeExwzpEHJzzAA8bkjHUPNx0xGijxBCCCGE1Adz+gghhBBCCgBFHyGEEEJIAaDoI4QQQggpABR9hBBCCCEFgKKPEEIIIaQA/K52bwAhhBBCugdjTD+AQc/D60EQsCVOm6DTV2CMMU8YY04bY36k3dtCSJ4xxgwbY/6RMeY3jTErxphPjDH/hzGGF86ExPlBAP/J8zPbxu0qPPzCKhjGmN8N4DkAIwB+DMA+AFfbuU2E5BljzF4A7wNYA/ALAH4LwCEA3wWwB8Cx9m0dIbnmrwK4YS173I4NIWUo+orH/wjg31duf9HODSGkQzgK4JcB/FAQBMsAYIz5awCuA/gxY8xfD4Lgfjs3kJCc8u+CIPio3RtBNmB4t3j8FoD/FcAwgONt3hZCOoETAP6kCD4ACILgvwH41crd/6EtW0UIIVVCp69gBEGwinKICsaYNm8NIfknCIIv7WXGmKcBvArgvwC41eptIoSQWqDTRwghGTDG/B5jzJgx5iiA7wHoAXA0CIKv2rxphOSVHzDGXK0UP/1bY8xr7d6gokPRRwgh2XgDwGcAfgbAH0Q5x+9iezeJkFzzNwCsAvgpAAMA/pUx5kfbu0nFhqKPEEKy8S6AP45yte5VAD9njJlq7yYRkmt+BsCrQRD8JIAXUc4pP2WM2dLWrSowFH2EEJKBIAi+HwTBvwyC4B8C+CMot6L4OWPMaJs3jZC88a8BjAM4HgRBAABBEKwA+BcAfi+AP9rGbSs0FH2EEFIlQRD8NoB/jPJ36I+1eXMIyRVBEDwIguCXdMV7hV+v/P5mq7eJlKHoI4SQ2vjPld/Dbd0KQjqHb1R+/3Zbt6LAUPQRQkgCxphxz0N/qPKbLVsIURhjdnseGqv8/g+t2hYShaKPEEI8GGP6ALxnjDlsVGPLykD5Pwvga5TzlAghAIwxvw/ALxtj/oS1fBTAnwDwHwGw6r1NsDlzAVEVh9+q/B43xvxO5fa7lYRbQgpPEAQrxpifAPDPAPyEMeYSyqGpHwTwPwH4ySAIPm7nNhKSMx4A+FkAM8aYvwjgQwCbAPwZlNu3TAdBsNbG7Ss0plJYQwqEMSbpn/4HgyD4jVZtCyGdgDFmL4C/DOAllE9g1wD8dBAE/6qd20VIHqm44ocB/DmUQ7qLKDc0fzMIgrvt3LaiQ9FHCCGEEFIAmNNHCCGEEFIAKPoIIYQQQgoARR8hhBBCSAGg6COEEEIIKQAUfYQQQgghBYCijxBCCCGkAFD0EUIIIYQUAIo+QgghhJACQNFHCCGEEFIAKPoIIYQQQgoARR8hhBBCSAGg6COEEEIIKQAUfYQQQgghBYCijxBCCCGkAFD0EUIIIYQUAIo+QgghhJACQNFHCCGEEFIAKPoIIYQQQgrAfweWhXuaRuccBgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 750x225 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_evaluate(langerin_reduced, axis_labels=True, plot=\"contourf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "================================================================================\n",
      "CNN cluster object\n",
      "--------------------------------------------------------------------------------\n",
      "Alias :                         root\n",
      "Hierachy level :                0\n",
      "\n",
      "Data point shape :              Parts      - 116, [56  42  209  1000 ...]\n",
      "                                Points     - 26528\n",
      "                                Dimensions - 6\n",
      "\n",
      "Distance matrix calculated :    None\n",
      "Neighbourhoods calculated :     None\n",
      "Density graph calculated :      None\n",
      "\n",
      "Clustered :                     False\n",
      "Children :                      False\n",
      "================================================================================\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(langerin_reduced)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A quick look on the distribution of distances in the set gives us a first feeling for what might be a suitable value for the neighbour search radius *r*. By the way, if data points are sliced regularly and the reduced set is representative of the original, the overall distribution of pairwise distances is not effected much by the absolute number of points in the set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Mapping: 100%|██████████| 11.0/11.0 [00:05<00:00, 2.03Chunks/s]\n",
      "Mapping: 100%|██████████| 11.0/11.0 [00:05<00:00, 1.90Chunks/s]\n",
      "Mapping: 100%|██████████| 11.0/11.0 [00:05<00:00, 2.16Chunks/s]\n",
      "Mapping: 100%|██████████| 11.0/11.0 [00:05<00:00, 2.08Chunks/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x450 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "linestyles = [\"solid\", \"dashed\", \"dotted\"]\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "for linestyle, red in zip(linestyles, [10, 500, 2000]):\n",
    "    langerin_reduced = langerin.cut(points=(None, None, 100))\n",
    "    langerin_reduced.calc_dist(mmap=True, chunksize=2500)\n",
    "    # Pre-calculate point distances and temporary store on disk\n",
    "    \n",
    "    langerin_reduced.dist_hist(ax=ax,\n",
    "                               plot_props={\"linestyle\": linestyle})\n",
    "    \n",
    "    # Free memory\n",
    "    %xdel langerin_reduced  \n",
    "    gc.collect()\n",
    "    \n",
    "langerin_reduced = langerin.cut(points=(None, None, 100))\n",
    "langerin_reduced.calc_dist(mmap=True, chunksize=2500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can expect a split of the data into clusters for values of *r* of roughly 2 or lower. The maximum in the distribution closest to 0 defines a reasonable value range for $r$. We can also get a feeling for what values *c* could take by checking the number of neighbours each point has for a given search radius."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x450 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "range_ = (-0.5, 1000.5)\n",
    "bins_ = len(range(int(range_[0] + 0.5), int(range_[1] - 0.5))) + 1\n",
    "fig, ax = plt.subplots(2, 1)\n",
    "radii = [0.1, 0.2, 0.5, 1]\n",
    "for radius in radii:\n",
    "    langerin_reduced.calc_neighbours_from_dist(radius)\n",
    "    H, e = np.histogram(langerin_reduced.data.neighbourhoods.n_neighbours,\n",
    "                        bins = bins_,\n",
    "                        range=range_)\n",
    "    e = (e[:-1] + e[1:]) / 2\n",
    "    ax[0].plot(e, H)\n",
    "    ax[1].plot(e, H)\n",
    "\n",
    "ax[0].set(**{\n",
    "    \"title\": \"Number of neighbours with respect to a radius\",\n",
    "    \"xlim\": (range_[0] + 0.5, (range_[1] - 0.5) / 100),\n",
    "    \"ylabel\": \"number of points                    \"\n",
    "    })\n",
    "ax[1].set(**{\n",
    "    \"xlim\": (1, range_[1] - 0.5),\n",
    "    \"xscale\": \"log\",\n",
    "    \"yscale\": \"log\",\n",
    "    \"xlabel\": \"number of neighbours\"\n",
    "    })\n",
    "\n",
    "ax[0].legend([0.1, 0.2, 0.5, 1], fancybox=False, framealpha=1, edgecolor=\"k\")\n",
    "\n",
    "fig.tight_layout(pad=0.1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the radius value regime of 1 and lower the number of neighbours per point quickly approaches the order of number of points in the whole data set. We can look at these plots as an upper bound for *c* if *r* gets lower. Values of *c* larger than 100 wont make sense for radii below 0.2. We can also see that for a radius 0.1, approximately one third of the data points has no neighbour at all. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Clustering root data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's attempt a first clustering step with a relatively low density criterion (large *r* cutoff, low number of common neighbours *c*). When we cluster, we can judge the outcome by how many clusters we obtain and how many points end up as being classified as noise. For the first clustering steps, it can be a good idea to start with a low density cutoff and then increase it gradually. As we choose higher density criteria the number of resulting clusters will rise and so will the noise level. We need to find the point where we yield a large number of (reasonably sized) clusters without loosing relevant information in the noise. Keep in mind that the ideal number of clusters and noise ratio are not definable and highly dependend on the nature of the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Execution time for call of fit: 0 hours, 0 minutes, 50.9977 seconds\n",
      "--------------------------------------------------------------------------------\n",
      "#points   R         C         min       max       #clusters %largest  %noise    \n",
      "26528     2.000     5         2         None      3         0.983     0.000     \n",
      "--------------------------------------------------------------------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x225 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "langerin_reduced.fit(2, 5, policy=\"progressive\")\n",
    "draw_evaluate(langerin_reduced)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Low number of clusters and no noise points. We can push this a bit further."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Execution time for call of fit: 0 hours, 0 minutes, 17.9091 seconds\n",
      "--------------------------------------------------------------------------------\n",
      "#points   R         C         min       max       #clusters %largest  %noise    \n",
      "26528     1.000     5         2         None      5         0.714     0.001     \n",
      "--------------------------------------------------------------------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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fyO1DiVa4u9MfU02fhH2tBBFNhOwpQhVpccVbkLn7OZi7TuNXx+Sot+V5th0QqEHj1K+x0qLs9QWyHlyrmhkpddxShhemvuFZrretwrOG+1Es74LVJccuTa17Q91RGJcnef0MTGSN6ThlxJpYJrdCtXoLiUUv0gDAag/OWTlYekdM+OFLJ7DjutwFpcgXIke6TgYl0IRgOjyJxcPGTRtRrJ3Cf7/DrU3rnFKjRBu461eI9me2ofCpQ2JcHrEEiVa9Ez8Kps7bwHmtonRJUFmJuOIteKstHZ+McGuz+V5mO0c/wQ7jF5ClSbA9+yinCeBJVl3bgD2Zc1y61DsAUm9bhXrbKtyr/oiz3pfQ5Kckn/u6E0l1/wYg8q7shd7luSRE2rWl6WGHdYVwOF2oPTeA2nNkvxFtzvV5DwEOhEIqx7/d9gNPhyexOBgcHMRowyeQ1/4cWQYNgCzPtvxYc9jndRoGMfLp89TxSYRMNOud2FEwdd4G1NtWcV7rnvVAUboE7e3tKLfZIb/YhrjKTUi8+SYAwPhnn8N44iTiKjfheLOwJSoTIZvqleJrpw/DCgCtAKqA4mR3/Rq/xszo0gAY9Sw7IUWFotWrIQHw7gJV520QjJDxU5LjF0+CbV/ORBXDjawt5C7PJSHSHt7ptl/49HQveobDe9r2xULLb88Xgg1lr80qw+/PvR/SuYtS80mgLTIYe4607mNIAVCiNeGB3D50OdJRlBGHFTYLEEHAfPL0H0mkESET7XqnuOItM0JmH/eBtXsUKEoHVE3N0L/6GgBg8NW90P3to7COXMboHz70rLvnG3+JS+oRThqTHSGbNtrBLhZwDLvQEp8HwFtoHZiuRoGtB9coz0MnH8UKRQ+eVLyF/aZqKCV2r1TpJVs28pKcSNtwBwAI1tnxU5KJKzcBQx94liVyVcT1eQuVJSHSgBmhJrZf2tCYuKJvKRBKQez1eZtQlV+Jus7gW8T/asM9YlwmMY9g7DnM2jxgwH3DKNGaUIIuwNuVJWSc9tDr2QhiNuud+K+VezXrqGrv4Ow38OsXvY5ddm4fiirk2I6j+Cz9MZxrH/MY0AKALE3ijqBd5WDcjR6hVW9bhf2mapQrLqHRtsKTylRK7NgunxFvTO3ZdhzFcUsZVskvI0lmdG80AmM1L2M66zrEsK5r8sx+mLtOoyJvAyclWVmug3F5kudBPtz6vIVsvcGwZEQaAHxyqlf0c/aOkEgLlVA/cLcXbw1JpBGLj5SUFAye+jMShs9E5fyu6anAOxEEj3DqndhZBCD4FB7/tYrSJTh8qhtDuvWowJd+j5WlSTz/3pnSjJuHPudsV2TLgCp3BK0+oRQHEm71bKtQtHoEWIGiDx2OHNTbVnl1eLJhNxaw6bl8BSsUM8vsaSAVu59D1V0zvwN2FJHZhyGY8VEL3XqDYUmJNJlUEninELm2NF30cy52hApi/XF93ibcWLAZX3Qc9bsfw7m+Jkp3LjJix1qQ0/ZWFF/BCWNLzZJJoRDiEUq9Ez+LwBBsCo/9WnWNA/jVB/0AMnFH/k3Y1vm54DHS5Ksi7CrNXWNYLrCfIlsGRTZwzLARsM3Uq6VLRzn7MTVqvoSYPyaccT63+XtY59fn8fcTipgtdOsNhkU/YJ2N2MPWc9NjPWlUIrr8223/gG+tvwcKaeDnikHDyCxcETGb8KOv0WC05pWovwaxtPH3Pg7mPW5sqcHwof+EsaWGI0IuJyzDubRSXMwpx6H8mzjHqEpnvjPbbNn4xLDG67x99hR8aN7s1dG5XX0UG1QtnH2tLjknVcqw31SNDluW13r29lrrep/bOyUFXoPg2cQVb0Hatu8LCjShwfI0YH0BIvaw9ZvXZy2KnPdsw/8yGv38JQAI+BT50DX3A0BAS462kQ6/24mFBz/6Gg0cJvG8FAlCCH/v40AZhYHXf4nh/3kJsjQJFNlv4Mbs63BBkQ97nwOP1M9M4/i84gE0V5ajYqL56r4zUbRJpxYbFGe9zp0l18Pkuow0mTtqxu/oPGUtxrAjmet7xmK/qRr7prciQ6ZHAfoEr79ccQkdjhw8a7gf9+W0ojBLC0gVsI/1Qp+w5uoMz3aPBYdyqBEt9jzkbLyVc2/lN535ipgtdOsNhiUl0pg/2s/eqod+MvJC4U9P9XoaERZyznu24X9RWfqa0f/mE0ja8lDADjurI/DfLT5G3IgpMfew0x1j5z6GxDgo+muoMikqTkQXftoOCFyTZmypgf7APoz89qrx8lWLjBgcw5PaYzgysYKz/4qxTgyu0SEmf2YCh9mpgFpq84qKcY5TuGu2Nypb0GLL5Wz70rJe0Pesw5aFRtsKKCV2VChakSfr93l+Zgj7flM1dBOnMcUqaYvra0aFYiaKl1TnLm3YAODZcwM4WLIFOzbnokLR6tV0tq5olc/mjYVsvcGwpEQa4P6jHcxLFiWi1sNrGlioOe/ZhvmiGv7w57CPXvGsH6t5GTE5q31+WR3pOoneicB/t29Rd+eihCkkNlnssJ56W/TzKxLps0tEH35BvL8MAlPDNl1v56y3dTqgyJbB1uvAGukA2NOMHalKlCu4oxDVUltI11ismJlGsN9U7en05NtxDDmTOF2dZqcCgbg9ux8QCFrfoDqDYnmXJ5rnuRZ5F95pWIXahgH8+tpziGVtM3edRtW2LYsiYuaLJSfSAPHTngwLNec9V7AFGsNozSuCX1pHuk7inz78qd/zVeVV4vaSrdQ0sMhZvuspdI73wn7JO+0SCRK5StTzEUSkMKUhfIsMe68L0w02WC84AbjTffJsKaTxwMaJBsQO2IFl4lyDUjIjEH2OfLpKMGJwaMKKbIH1G5XCUT5m3ijzb3ZSWJ23AYODg0iWjeIb16cGHDm4EMuTlqRIY9Ke//jiCc4TSLiU5SXiwW0rF8wffS5h6glsAgINACz9rYLrA00e+Nb6ezw1a8TiJ//B/4KxpQaTZ/Z72vgjJVAklyBmm8mGjwG4Oy9t2U7Ye2ccm+0D/LuXC9YLLiRjGLgE2KrknHq0cGmx53nN9BRKfQZLtvMyAOCSLQcaiQnJMQ5oYuRwGmdqy2JLbsSQIxlfDKSgfjTHsz5n463IvC7XkyKeSirGiRNum41Dxy7BptTh+grhcY0L1ZJjSYo0hkgEGntoe1PXuCjXs5gJ+obqsAqO6PE3eeCuVdtJoC1B4oq3iN71Gc4Qa4LgI0bEpvO/7oLTMFN7qShSw9474+cn10lgHWPfxSRg39Ucwy4ohEJWIVIg6+GkNJnJAv580oJhhaLH/Q874DRyt9Va1iOucBMKE9twT7IL3aPALdcwgRCd5zPa3dwMAGgbcuHdMwAwgP3Hhcc18hsMDh7t5uwzX6NsS1ak8f9godLRb/A633z6w84n2N5AwWBqOwrwRNr1eZvwrfX3eHV23rVqO/7XzX8txmUSCwxjSw1soz2injMYk0yC8EeoERu2OKhQtHqiRHZ9N2c/RYYdqJLjRO8q9CfrULG8E8tTuuEYdnnMatmRNlmaBLZeh2d7uFG1csUlzrJQdycAjDncHmieKQNhMKnJx+cjy6BsOo6e86ewWmfHuow8FBUXoyDVe+5bSkoK2tvb0c0tY8N/vXseB491Y8d1M1E1lYLrOFbbMIC6xgFUlevw0oEL87YJcMmKNP6IjVAxmrmFnFSP5ptQox2msQEMDg561RcIdXYqYgIXqhKLD77wl6fket3UwmHyzJ8ABLaDIQhfhGKiygi6CkUrUr86g4yrdVnjR96AdUAO54CdI7AU2TJMJqfjij0X9yjqgKsGtABg6pFAnu0AIIEi3y1IzHVX71NXO0IDCbUxR5yXyGq0rUCBQthWg00gcXbJlu3pIPVF34SDKwInAUweRU/R/YifdGL40CFOJ2xGRgYqKythkHbjRNdMZ2nviAm9IybUnpuJqvEDK8DM34o/LnI+BV2WlJktm+Yu8TyRyvIS580fdD7iFZ2Q+hdWMvMohn/7Vxgc5NosrM0q89pXaB2x+OELf5k6QZTzTl34Av1vPgFjS40o5yOWHr5MVOsaB7zMWs+26XFXzGE8qX2LUzhv63VgumYK1lYHzHV22Hodnm1Wl9zLx8zW64D9yDTsvS7Ye51w6J1wDHMLemydTkzXc8/Fp92Rw1k+ZS3Gvumt2G+qFty/z57s81x8sqTDAfdhd5WysV5uhPnP/4rxI294fT4zMjJw/x2b8MyjlSjO9f4eePWDVrx04AJqz3k3C64rShHMqs2noMuSFWnHm4dEO5fBZBP8AC51GHdsAMjc/Rxk2jT3BmfgDiCVZQRjn3MHBV+ftwn/vv1HqMqvRFVeJf59+4+ok3OJ0ikp4CxbehpFPf9sTDggFidMY9p9Wws9URxfrvjXxLZ5pQ9tvQ5YmrhCSj81837fpamFLj2Rs50vyKwXnICUu87e6xQUfZx9XNxI25cW94SAMoWwQXiWfFRwvRAaWfjepKNG7j2D+XyyJzBUlesExzS2dE94RcqyUzWevw1fkO3ZVjSvgi5LNt15bWk6WrojK3xkGDNYODUIe7YVLflxUfwZdVJtKpwhjmtSDDVhcHAQer0eKSkpyMjI8IiyQN2exOKlrnEAT70vRYXCbQVwU6ELMX3HRH0Nqk0jQqGucQAHj3UDLrfFE99E1VcKNN/VgXHWeluvYyZFySJupQ7AZc9ypnQQpy3FSJAakSIdR1zaBMeiAwDsg07Is6VgmgnsvYGbCoTMaCsUrTNF/rPMaUuxZ5QUO9LYKSnA4d+9gQ0d7iAAY2x7siW4+dz/657Vnr8PezKBSiGFxeb01KrNB5asSGNE1PHmIYxMTGNkwhL2uQy8+rS9h9pQmpc0b/7Is42xpcYz6okhVIEGAM6xHk97dXt7OyorK3HJ3O3xS/v9ufcpmrYEYW54jBVAeswENkAckSZPXoa07X9PNWlE0LAbBQB3QTq/8JxftM4s86ev8CNi0zodJHu+hzWbU9D/5lee9bqJ00gZcTcF9CenIylXBluOA/aemeOdo4AT7mJ7ZYkUYIk0ptGAjxPc9fdpDqHX7h2dOm4pC2vAeihYk1eh9vJ6j5Hus4b78fCGabhkShz/5BO36a1yZv9LJ2uh6I3BveoZqxA2e7YVwWJzenVv1jUO4ODRbugnpz1ODfOpeWDJijTALdQe3lmCb/zrp6Kfez4VHs4moXZy+sVuRv65X6Bz7d8BAPR6Pc6Nc78YzvU1kUhbYvCbfnI23gr5+B9gF6HTU5VZTAKNCAqmK7N3eMprG9/ewWLjdiYyy8z0lUsna2EYvIyUtBOciFjhQ38B3QN3AXCXjDA2RuyIWwr6YZPJ/XtKOSVQV8kDdnpmybkRP51sFDreBABf9WliIYmJg2vaCOVoK57UtuLj1L/FlZi1uCvPiXR9LaYufI7tau/j+icceFLrHie1HUfxrOF+VGzdISjMGPgCm818uYcvaZHGsGpZAnqGTYF3DIGhMXHPt1DwquWRSAGXd+t0sCgtMxG4lJQUrNVw/dKocWDpITQ4eWRwG8ZqXo743Kb24zC21JBQI/zi7+YOcO0dAO8HC3YdVL1tFZ46PoEKRQyezD4NVMEjpsyjh9H9wnFoijYj9ZbHoD+wD9P1djiNPNHXbIfTT3kYI8yC8U2zOmVQSn03F5Qq2lEUoEszEpSpebD0nPcsf2OVAeo8M/rf/Dfw5fBpSzGKy0uxYlM1pk7WAqxeM6a5ondkCr3DU2juGvMSbP6suOZL8wCJNADpSRrRz3n4TD+WpV/wpFX5tVULDWZSgL9BwIB3+D4SgQa47RlXxEwgec2tyMjIQAYy8O/bf4RzfU1Ym1VGUbQlCv9Ltuqqr56p7ShshmE4DYE7yYRwTRvQ/+YTyNz9HAk1wif8m3tZXiIuDxo51kzsSIzQgwX/XPW2Vdhvqsau7Foost31acbD7ZClSWDpa0bfO6/BVitsc+FPoClLpCF5pPkTaACiKtAAQFN4LUekqfM2+GzkKdj6TVTcdicAYAWA/ov7PNta7HmoZzUMMKMg3z7cjuo1OuzYnOuVhgaA6rU6jr+aELNpfEsiDZF7pvniePMQHt5ZgoO1Lfj0q4vITQaK0t21VQtJqPGbAPzdwJjw/eSZP2HqwheivL7y7GvIuPWvPMvX520icbbE4RuGluUlIiVhE3ZU3Y0KRWvEKXeaPED4g3/PEJo6w8+m8JsJhM61b3orsuVDWDvc5OVxJhnm1j67mwIAx4QTLj8WZc7JIH6geYR16BJiS24C4EL8+jsBQNC0OrbkJhRdFWhu0ZSKrKK/R2/DMcGaNDa1DQOobRhA9Vru34MRaJ6Hv3kwXopEGtx/iD3birzadCMlO1WDusYB/PvvLwIATnQB96x3oVCvX1Aijf8UE+gGJva4HqdhhFJQSxzmyVWlkKKjz4COfu6dh7lJ1p4bwO6iQXwtwtej7k4iENVrde46MAkEPbgOn+mHzXEiYFSGibK9+kEr5KePwXLJDpuVG83yTBVg1av5FGdqAOaZRXuvE7Zeh89oWr1KjYsqNVZazKiwmAX3AYBJhxrxMt/bxYLzcC9VYKrpE8H9ai3rkHPVymQm9RyPrev3oP6Md5eqEPqJac5y94AhoAALxaxYDEikXYVf2CkG7g8pt5qze9RdW7WQ4Kcwg7mBeaU9I2S05mUSaUuUQPU/bCoUrVgx8AUQySAKhZrea4RP+O/HPduKBEUa4BZvbNd7X1SV6yA9eRSq+tcBAHwTDk+xf5XblNbe6yd6JqCjfFlu1KvU+FWK+7o+jkvA9/QDPoXabAg0CxRQYcYTjS/QYktuxIWxWLzXloD6UwnAqROoXsP9vbZemeAMhL8kL/OaEMSQkhCDreszcfiqqOsa5Fa9MQ0g7IdEfqNItGvXSKRdJVopT37HzS3XrFxQUTRgJoUZTE0a+5ikLQ+JUswNAJae8xRNW6IEM2e3QtGKG1RnOF5K4SKNiY/4HMTihf9+tNicnnqzoTGT54bPP8bfaKizbXqUfXEAKtZ6SaYUiniJ11govk1HUEiFj7moUnst+xJpwUbcIoEt0IQ4Zt+AnzfHo0LRisfj3obEBeinbwYwc09NHT/L6fJsKPp7/Pwr4c90QaYW79Z0+ny92oYBzlxPNmV5iUiJj0Fz11hU69NIpF2lqlzHUdRiUZClxY7NubNWZBgt4oq3hCyQXPbwveeEoDqhpUmgB6gKRavnS1kMnIZB9L31fcSv30XvN8ILoU5Ndr3ZbZUDeO3QRU6dmq9oCzsq9zdOE9hDjWIKhQv++WlPIc4WxaGg14wEkzttar3gBGBDzBpuiHmlxYyP4xI4y3w6bFn4RJGNkynuTvtAETexuGTL4Zjo9tlTcObiMCoU/dzP+0gLNn39x/hqqgi9w1PIavuIc57q9CFkPHoLXv2glWNgn5qgCqrEydd0Ik+JBashIRr1aSTSWESjy7Ojz4CHd5YE/MMZjUaMjAgbvspkMixbtkz0a4s2Yqc8zVfEHf1DLAzYnXFNnaNo6ODO3eXPMRSDqQufY+rC59TlSXjBd6gXKjIXaiQQgjm2QtGKRIn3AHCZNg0OXqfyTNrTAceECy4zAFYJmzQZWNfmnQu1XnBClsKtTauwmPE9/YDfCNn+6RvREDsJGWbuTyen4tE3okF+rBkl2ujYTTXZCtBkK/CMzcqS67EHr+OUqthr376Go3j8B3fipQMXUH8hD9tx1LOtdigdfSY9slM1HJEWrIF9KNOJolGfRiKNRTRSnky4NNCYqHfffRff/va3BbdlZ2ejp2duxnKECt+qI3P3cxj9/CVY+pojPrelN/JzEAsT5otP6PPZYud+KffZk0OaKegPit4SQnYLzP/ZReZb12ciPUkjaG7LiDH2eYwtNSjt/wR3xRiwS1OL6XY72NMtHcMuWAvsECr3V2TL4NA7OaOeGKRqqWfSAB+h2rQKAXFmcigwCS267JkolnfBMB0PZvS5chjoaNWiA8CX+iQ8kNsXFaFWrriEMad3mjJH6h3Z+rg3DUd+VYcjF0YBrMKzhvs9NWn1X8UDCO2+7u4Wj/E0fZTmJXHGRqkUUsEoXDTq00iksYhWl2coY6J+8pOfYPXq1Zx1MTExol5PtOBbdcSW3Ij49Xci+aaHxZlC4BQu/iQWP3WNA/ivd88Lbqu3cb+Ui+VdyJIfFdw3VCRyVeCdiEWLP7sFfm2av1KZps5RzwPG24fb8dzXnUiq+zfkAsi9msDhpzFlaRLILGPeJ4PbQ83a4S3EpAE0gq9xUAzcurOZaQPbAdTr3duGOtXoxUwtW5sxNioirUDRB6DPa73u6gNYmy0bk04taq3u0VGa9pkHM2ZkXLikJMTg6YcrUdc4gF/ua8K6ohQ8fhfXOL2jz+BJdQJA9Rphi5VIIZHG4+GdJaKLNAB47dDFoP6AVVVVuPHGG0V//dlg8sx+zvLUhS8wdeELZO5+Dpm7n8Pgu/8Mp8WPoU8gXGEUzBILnmC6O/lfyuzIGgAMKvKRYfNdIOwLsesqiYWFP7uFUDIv/BR9T/1RJPH2YdKYgUY3+RrCDgBOPQSjaPJsKRT5bl+16Xq75/xsUQYALzl1UPRJ8EVSAh5WcevOKixmqEYkeH0imXPuGGl0H55PWYshcQHZ8iHOiCprSil+0VXlWU7SACar0Blm2LOtCCdbhtE9aPSauc2m9hy3YYBtgMv8/XdszuWItIIsrUfQiSnWvO12Cfh/1giPpq5x/MsrJ/HLfU2oaxRu115oGFtqMHzoP2Fsqbm6RlhETZ75EwBEJtCunn/mtYilQjDdnWzqbatw2sKtWzlvysZY1Y8RW3JjSOeiSNrShp++Yi8zmZdgqVC04l71R26z5Rjh4xTZMsRUyL0Emq3Xgel6O4auxAXd3SlNBqRJEihLpNBUuRsGzHV2WFvdIu/LUbf9xsdxCfhVig6fmJOQUC+D5rIUCfUyfDGYhA8GUnDBMFOr3TnlPTTT7oqujPjSsh6/mLoPb5u2cdZPp5ZjTUESkrVKlOTEYSrA81RZXiJK85LQ1DXuJdBS4r0/5/yGgdoG98Mic/9mahPv21roycC9fbidsw8AmCx2KDRJYVs6UCSNx0sHLvidUxsJh8/0QzV9BYdMl1CWn4xv/MV2bNy0EadOnkJd3RHOvqdOnkJTUzPKykqxcdPGKF1R+AhNIYhff6fglAG7QS+auS35pS09wqkVrbWuxwbVjB1Hw3QuXn9fimce/UcUp6/A+Fe/h2vau1CbD0XSljb+xjkB7szLlSFjQFcAdgfydhzFWcvtnO22uGwojMLjltiRsxjogZLgRJF7VJQL1jEXZCkO2Drd3QVt2jh0x8YiptUGsCprrJNcYTjYq8EgNJy6M12M98io/NjodXm22HJRb1vl8T3bb6qGUmJ315qdSgDgjlCOGgKE0OAOlLx26KLgNv2k9+fcV8PAwWPdnNrEqnIdfrmvibPPqx/M5K0HR82Qq+LCLlYjkcairnEgKqlOhsTRGmgs7vLLjpYePP3TBtx9z91479330HW5CwDw/PO/xoMPPoje3l4kJiZiZdEq/OIX/zWvhJqxpQajn7/EWcc0C6hyymEZuAiwbm4ORZxonZ7kl7b0aO4SrsvxB79OjfmiH3/vXYw5gu8SpskDBHMjZtcnAfAUkgdj2/S17GGANSQjYbSeY7jMCLRLthxoJCZP44ut1wFLE1cYBRrzJE32nuXpjr5J0KaNxbvLl3vWFzYY0b7GHR2rUBlRB+HI8eEhd4pzfeI41DIrTo25C/o3Jk1GrbsTAIoV3fib2D/gWtWMCHrWcH/Y9WZCXbdKuQRW+0xoJlmrxA93VwBw15npJ6c5x9WeG0Bd4wBHsPNHgLV0T+CpF0+gLC8xrOtkQyKNRahplVCImzzrEWhsDn96mLP87rv/g7S0dKwsWom+/j4cO34UL7zwIl7ZJI4pbKSwI2j89b5E2PSyzaKa21LH3dLCl09RINh1ap5IBi8Q4IjTwWIchQUKJGGmK0+VU47kLd+l9xkBAF71SaEynVoOTM645w85k1AgUBTP9gXzXXvmO9ejLJECTgmso9w3uizNbYrbfSmWsz55yIlC44S7UUBtRkGuBZ1TasglTnw+MhP86Z2OwevdWSjVGrExaRLfyh2A3qFFiix6Ao2BLdAAt+VOJE0BfNgCDQAyUzQ4eKybM0WiLC+RI9TYNeZ1jQM+hXqwViz+IJHGImpTBwDEWLw/kAAwPj7OWc7PK8C6inWQSCRYWbQKhz7+EO++9z/4v//xDJKTkwXPMRsw1hpCg24BwK73FqB2aQzGMyqRNdkFY0uNaKkjim4sLULxKfKFLy81mXEAGgAaWNGTVInMjFTkbPgaiTPCgy/HeV9sXZ+JgVEz5wZ9eGQ5ankdyIHg155JkyRQlblTkvZeH40Dky53gwCrS1RZIsWleC06p9Swp3KbCgq1ZtwyOZP2L9GaUKI1YcrqgNI+gaMjiRiwzETXTk5JcGowEY8WAyXawOUC0WAwZgW0kPst/I8EIWFlMNm89mGstaIZ3AFIpHGI1tSBOLUcVZs34UTtR4Lbi4qKoMvUYfPmzei+3A2JxN26kJOTjRtvvAkffXQI+/fv9+mjFm18Rc8CIXdOI7W/FtZ+oL/+PcSW3eq1z6WRafz8sz7U95oglQDlmRo8en0GKnJiBc4IxJbdSjfQJcbDO0vwXm0nDKbwv5T5XmqnLcUoz3RBOTpzN0u29kIdswzTPedDGoFGLF7CKYGxOVxeN3r38kxkt0AW2PeSb8mhKpN5GgpsOQ7Ye7wjavZeFxT5bmFmH3BBrpOgMz8Br3dnefZZox6DxSxFTvw0bllmwAWDBp1Tao8x7QWDBu+cHcPbtcJlAeoYNW5btjmqaU5f7DdVY8xhxx3yP6NFkSdqRM0f3UPe3nefnOrFwztLvII7jF+eLy+1UCGRxiMaUweWZ8ThqScews/tkzh29JjX9ra2mT/kjp134GJrGzo6OjAwMIj+PrdgbGpq8jputhCr6H+q6RMkbXkILrsF5iuNaDpzHH/56kXkp6iwe0Mq+iat+KBpHLXtk3h6Zy6+Xu4dObRPiCugifnPv7xyMiKBBgjXqP2b+Y/IY+2jmeqFtf49j6Eo0xBDQm3p4i9KkhKvhH5SoGA9QOfZXTGHPS76vrD1OuAYdnnSl4y/2XS9HZC6BAUaw/RZO1xXNYV1zIU2iYrj45CgAW4vGIat14Fz52Lxjtwt4L7UJ+GmVD0+H0lBl9H9c+2+bhlyUzS4ZNTgitnt1ymTybBcE/1h63xOWYvR4cjhNGBEUp8WKfpJiyea9syjlTh4rBtwAbdVLvOkQk+2DKM+wtchkcYjGilPg8mGusYB/P0/fN/TtXnx4kW0tngPYKs/Ww+rbSa06nS6w9NKpVLUawoFMcc7uewWpG37PgDgr9atQnlOAn53by5kUveX0LevScNfvtqGn3zUixsK45Gk4b5F7eOLw76ECI6XDlwQLbLNr1HTj08jL4DDBtU/Lm383Q+EBFpZXiL0k9OcdUxnYos9DwB8CrQxRxyUEjuU/VOcWjR1lfs70Jc3Gh8XL+iTfcUILJ+pL8uPNWO6wQbrBSdOL9OCPTD03ISWc2xiUhq+XeEE4MIFg4QTcZtteu3puE99iLNO7Pq0UJi2OjyRstK8JE8NW23DgMf0OCUhciN6Emk8qsp1kEoAp4g+HN1DU3jqxRMoSRiCxtwBh3kCQ0PcYujJyUnEx8fDbrdDE6vGqJ5Z767Fyb3cjfHPPkfizTeJd2FBwox3MnedhvlKIyzd9WGfi6knm5iYwLHzHThy5AjiO97FVJO7qLYoTY2/2pSKl44O4ZPWCXxjHbdzWaISToMSi5Nwmwb8wR/IPp19HTJXlAk2tZBP2tIm1Ck0/DQn33qjzZYtcJQbs0sJGRxetWjB+qL5oshgxL32HvRmxCI/1ozu87248/BluAD8MJc7EzpW7sAoq/wqU20B04bK1KvxsTkkUMiiazR+yZYtKG4Z4TubKOQS2FjNBp+e6oXFxq31Y0yPd1yXi19E+HpkZsujrnFAVIHGoJq+gomWj9B/uc1LoE1bpvF5zWe40nMFGZk6TE9PIzUtBfEJ8ejr68UyhQLlX51C+6OPYfyzz8W/uCCIK97ijoA5vX1ywiEhIQGvvPIKNm7ciKx7n0HSloc829Zmu1POl4anvY6z6y+Toe0S4trSdNHPyS/abpuMQ+otjyFz93OQJ+dwtlmHLon++sTCgn8DBgC1MrhbJ/+9ppX4ThNmyUcRLzN7jW5iOjPZKEukkCYFb7temjqF23V65MUY8dOjfShRuSM8a8e49jYrYk2oKtAjPtEdJVyu9v4O5hNtgQYA4y6t4PpgavvEJjOZWxLVM2LCEZ5BPWPTUlWuQ0ayGnaLMezuAhJpPKLVqaGy+o4IqJQqLF+ehxMnv8J///cbuHDhAhrPN+Kd378NjUKBH2dkIUbq/lMZT5yMyvUFg7GlBpae4D2mhGCmDwDAAw88AOnVn4vd+Wmyur8UYxTCb0+xauSIuYXxnfI3gaM0jz88J3L4T98Xry7HFW+BKoPrBG83RLdzi5i/1DUO4IcvnUBDu/d7wGwVHmDOh/9e63JkBjxGkS2DukoO5Sr3/xXZMq91MWsUkOuCFGkx7nNeMGjwDx9NQqNRIl/pjhAXGYzYzAoafD6Sgj/HJ6I3251kO9BnxTf3XsTanzXgvtfa8NnFyLqsg0HviOMs7zdV40vLesF9d2lqUaHwLhuKJnk6b8HINBbokpS4Y0MSitJn/jYalRw209hguK9HIo1HNKbYA4BF6TsiIJFIsLZ8LbbevBUxMTE4ffo02tvbccstt6Du1d+hQj2j3OMqN0Xl+oJBDHE0feW8YCSMbatxvMs9PqoyP8FrP/6+xMKEmccpNEaFTTQempgmgg/Nm/Gs4X4cNRZ6tsWv38XZ19LTSJHbJQjz/qw9NxCR1xX/vTbmFP5O4yM0HsprnTNIkTYNNHbF4PkmLQ43dCOlsByGmJlKJ7uUKwMUYzPn/cNnV2BXKvDda9MwZXXgb/7QiXfro/vgkiJzf/8POJJx3FIGpcRdi7ffVC24f7XyDGeZPX4rGjRf9m2uPTBmxZ9Pj+FHv/kKg4Nh6zIOJNJ4MGNAinOD+zAFiyVmGfRJN8IiFxaBEokEiQlJeOxvH8Pbb7+N3/72t/jtb3+LwdRUfLFrJ67cvh2FLz4/JzVpDGKII4dxBP1vPoGRT5/nrJ/uOQ9pjBbNAyb8qWEU1YVaXL+cOycutuRG6rZbJAgNrmbDRNlUPqKpkVJvW4V3zLeh3rYKIxMWj0iMK97iNd+TIrdLDzEfDtjvNX5kbcAegfelNPg046UBFeob6qHVxiM7KxumGHed2bu5y3BFzf2etSW5IL9qgZa9MQ+Jf38Tqr9WgHceLEJKrBw/+7QP41HyKGOjk43iWlUTtquP4kntW+hw5LiFLi/S5mJpVaYGkDkmGkJtZCKw32fLIPDyn4VHUIUKiTQBqsp1UamFscQsgz7tdsg1vlM4+hE9LE0X0P7+n7Hv+Rfw4gu/wbH2Dvx3dzdOOcSpBwsXZmqAGIzVvOyJUIx8+jzGal5GV/8I/vqdDmxYFotf3J0HiUSC2JKbkHj9t5C5+zlk3f8sCbRFgr/B1ewo295DbYLDjyPB5XKio+ZFDLd+4Vl38NiMGbMyfQVnf9voFYqmLXL4qfdoZVT4kbW3zdsE9+MLET62XgesF/ykXHl39v7OHgwNDWJ12WpIJBJIr9aRtcXHoz/W3YxVqjXigdw+bOzsxcjRXigUCow09OPCL47j8IAVGqUMt5cmYmLagcOt0U978mE6Ofeavu61jRFj/BrAYEyDIyVFqxQc/9TSJ455O3V3ChDNGZ5xk2dhN/kOl54714BzzIKe+zTX0NCIW269JSrXFSyptzyGsSOvA/bAA20DwdgbmNqOYsRow3ffakdBSgx+8818aJTukH78+l0kzBYh/gZX86MYQsOPQ8XpsMM00gnzeC8Gmz6EYaAFWl2xZ/tkcw3q3/gI6QqDp9OYYerCF5i68AVFcRcpzEMB4B75VL1Gh4IsrWduY0p8DBRyCVq6J9A7Err1BNuCg7GBqbetwsaYVqyQuIeGb1WdQJxspkg/6WrKzxdeHZ8qAOyPiRLA1dOZnE68fqUbaalpyEjPAAAYHN63/hSlDZLuYTx7oAOauHgUrSiCyWTClY4rePmFQRTtXIZlSe4HpraRwA0FYpMknRGGp6zFSJQYsELRi43KFmxUtuBZw/1eptWz0f2pN1jxj7sr8NGJKxy7oBvWznTyypQa/6rbDyTSBIjmmAe1uSvsY9esKRfvQiJAAmkgv8agYNKn5vQ12PPjfchKUOKFb+Qjbd02KBJ15Pi+yGEGV/OJhlehdUqPxvf+AQAgj+EW/nrMRS8C3r7iM5Bn2uKE/31f2zCA2oaZGkm+BUe8Ro7JIM2V+RYcjPlqMIa2/uBPI5CnSTgGt9JYwHlVR/12dBhjVhtuXrPWM83GLvFOoi2bnsJPDvWiMEaD4htv9uyr21GIs7/9HD/5qBff2pQKAFBIg+8sDZcOWxaskKNY4Y5yu2d4/sFrlidDsbwL75hv8zKtFhu5DEiIVXEeHl87dBEOpwtrCpJgtTuRnapBR58BP3zpBMYMFshj4sNOzZFIEyBaMzxV01egcPKekJxOQOo767x5aAh2qRS5U1PYKJP53G820ay6wSvaECpSbRriirdgbGwM9/1/v8eyvAL8evdqJJdVI/WWx0S6UmIhwkTZDh7t5twsI0GhTkTxjh9Dk7QME70NaP/M7V5UoWgN+mZJDSuLk0Df93yvvmAFGgDcoDojuOzvPcdMG5ClSTiNA2wU2TKg6mpETerySn06r+rOTqsFb4+PYnNRCpRKJUxmdyRQbnULDGa5wjyN9OFxnDGb8MqyPAy3tuJyWQ4u5aqR5ExAxfrl+Op4J75sdxerTQXZ3RoJjbYV2KLi1oP6S18yUTO2aXU02LAiCXffVOSJvgJcf7zc9FhORG3caIVUpgjb1ZZEmgDsVIxY87cAHzYcPIFWPD6O1RMT6I6NRYFGg/yhYc8244mTc9o4wBBfcQemLnwOOMMvHpW4nJicnMS2bduwfPlyvPPOO1CpyDiUYCHiw7pMoUJSrncbfzA1K6qsUiTf9DBF0RYpnoeCY90e13g2Snn4pduJEoPX8s4Y3/WNtl7HzGSBVgBV8CvUFNlXR0X54Py0GXYXcKRND7R94LX9w0PudTE334p0dQYeXm5BW4YOPz/1Fa7JliHVUQSn04kpgztbd67PLepKdcFrDv5s0GAYc8T5NK+9VjYTSdtvqoZSYo9a1EyIuNgYnG3TY8+2IlhsTnx5rh89rDS40JzPSCCR5gN+KkYMoWZRpiNuqllwW1p8PNYlJmDDefcbsMhghO5vH8XAr1+cOb77ypxNHWAId9g6H5dEijvuuANtbW2455578MILL3jtU1paiq997WsRvxaxsGDXCIlNhaIVE4rzYOIm/BqWdvUGrMnTYurCF551JNAWP8z3fV3jAM626TE0ZkLviAnZqRocOR++lQLfhNUFoEjR63N/G+853jHsgsL3kAIA3qlPAGjTxqE7NhaOBC025+d71l8/PIwskxnPjuvRbTZj87WbAQDO2FjUyROA9WkYdLmQnV+Amk/PISmpG4kJiejs6uScXyELTrheMGg8w92/1Cfhgdy+oIQavyZv3BGLGssG7JveimPW1qimMwPBjpI982glhsZMHJEmNiTSguDhnSXo6DcIPmWFAmPDoTFdgtrCdUrOTknGhgN/9izr/vZRZD/xd4hdU46Rd/dh4tPDGL/6H7ONmQNaVlaKjZs2RnRtwSKWHYHTMIy6unoAwFNPPSW4z4MPPkgibQkSrZpQpj5on1KPtwAsl/ej3nYjt4ZldBWe2VmJivV3wtx1muoilxjMg/lTL7plfEt3ZF2MX1rWY6OyxbMsCRAeVqQDdpZzA3/SQDBcSovDuxnLPcts+9xUhRI3DAzi7fFRdAMoTE2DSaHgHM/4dq7NikVNcw+u9FyBVCqF0+nENyqS8Yf60aCvpXNK7bUcztxPRqAB0U9nhsKrH7QiPUktuK0sLxEpCTFoeU8Gs8UWdtqJLDiCZMd1uaKcxxKzDFPqApytP4Pu7sue9forXNHmmnZXfSbefBNiePPVBn79Ir545Xd4+qc/w4H3D+Dpn/4Mp06eEuX6AiFmXc7lX98Pl8vl87+9e/eK9lrEwiFa9gf81Gam1F1KwPaxAtx2HMwYNBJoS49oNo6tUPgfYyQ0bSAQtk5ufdhlme/5xrlT3FRcxZiw04BEIsGD62Px6l+twhM71wMuJ6oLtViXoxHc3xf5sWa/y8HCGNrOJWV5idizjTuRpKV7wit4U73GnT7/7Q+qUZCpxbTVAYlEGnZAjCJpQVJVrkNZXmLY7tNsC4CRhv/B+HAPUpJnbkZX7Ha0aeNQZHCHebvTVyDus89hPHESkhjv/H/T6dPo6+/DsePuVM3Or++clWhaXPEWyJOXwT56JfKTSWUwttTQjZDgEOpQ62DhpzbtLhnuVX/kSZtUKFpxg+oM4vsVMLZ8F4A7cnzZkYr/97f7cOzYMUilUmzatAn/9E//hGuvvVbU6yPmB2I2jgnVPJqdCqilNu+dr8LUmgXDxSE5dL1ci5rcqSmcSE31LLObz4oMRkiTAVzViluGhnF2pRaTzhjEOqzIMtoQo3ChMsuAEq0J3WMWvPZJGzZe9a48dGE8uAu7SonWhAdy+0KuSePDt9Lg25qEQjDH+tqno8+AsrxETBitnBRn9RodstNiPQ+YZ9v0aO4aw/tHLnudO1RIpIXAg9tWhl0rw7EAUAk/6XTHxqLIYMS5tFL0nO6F6ul/9nm+wtWrce613yEpKQljY2MoKysN67rCQVt+G8ZqXo74PJaeRvS/+QT5TxFeRGNmJ2MkOmE9BOAKNqhasF09hO04iv2m6plCZTs8dZeXRqbxl69exKqVRXjsscfQ3d2Nd955Bx9++CH27t2L3bt3i36dxNwS6QM5G/6DAQC/Ai0U6lVqXJ6UQsczjikyGHHP5cu4khKLZfopz4M/w6V4Lf7yxmuwx2nBy6s1iIMFZRcMOKVKR5dEBdgB04AUHzmV2Pf2cS/vylAp0ZrCFmeAuzmALZT4tiaXbNk4ML0lKLHmyxIlmH38vR92bM711DSKXU9LIi0EInnC92UBwIYJRffHZSDm4nmf53ImJuPDP/0ROfEJSM7IwPGxsVmrSQPchram9q8iHrbO4Mt/ythSQ3VBixSmQJv95LmuKAXNXWM43jyE3hFxO6QY6m2rMGTrAfAZZ/01SuHP2/851IPyTA3++PRD0N3hfsh68skncc011+Dxxx/Htm3bkJISnfQsMXuw349V5TqkJITtmMCBeTC4QXUGOdIh6OTe9Vw2pxQKaeiWFhdVakhl3CiaNMVtv1FkMHqJszZtHM4lJaEtLt6zrrq+H9d3j+KwLsNtiMvsa5Cj9sMzkKdqUXLXOvxhQoJrYgwAoju3k+GUtRjDjmROlJuJbPGjkysUvXhS8Zag4OIjNJGALwB3xXzhdx+G3PRYXF+u45hx+0qVu1zhWyGQSAuRh3eW4MqQkdPhEQy+LAAYNg8NeT5UCqcdNj8p7CtD/XjhVCd+kpGFuo5On/tFk+Qt3xWlyxMQrnNjd5GOH3mDom2LCL7DO0M0vAmDRejmaZh24FS3EW8/WIS4wk2e9WVlZXj88cfx9NNP449//CMeekicUWnE3MB/Pz7zaCV2XJcbcaMYA1Po/jexfxB8n9ldUigQukhbaTHjsoNbVm5yyRCDmfGBA8tVGJIroB4C3l2+nH8KTFvdTQPsFKnVakXdkS+hVmuw/sZrYGhXoBVAK7TInhawkYoCOdIh9Nrd/q//rH3J0xHLRL2FYMSVP6HmbyIBO4LGP0aI7qEpfO+qQGNEvq9ZwzbTWJ/PiwoAibQwSE8KrXjSF4bYEsRItNjRdYLz1HMpKR/X9go3ArhcLvzf4UHkK5W4OU6Luin/40PmO7FltwqKL34XKbm9Lx6iWZgdCvz5iHaXFHLJzM1SGyPD/7cjF+VZGozWvAIAnvfgNddcAwBoahJ2PycWDvz349k2PR6/qwy56bGieV5VKFp9OuWrZcJBlkCmtmUdRmTwNNOFFDXibO7SmdypKaTG2/DW2hwknQcg8DJM9oZJkR5Li8cbJ85Ao9GgctM1sMu53aXDlplOUMb/zJXgxFSGBCstZlRYwmsM8PzMLikUEid08lHskgsb/mbLh3DcUub1+yxQ9AWMqDGRTaF6M36UrcOWhf3TN/oVfcx7h53i5L9vNDFymMdMYd+oSaSFwdCYOJ4odkUKOnQ34jNZDkxXRdnxbHfacu2wsJ/aYaMBx01T+GXWMkgl0R/N4QuxrDgUid5jgQB3dG38yBucZWJxEK2JHoEYaXN/6RsH3R4HXf1DOKhw14feXBQPjdL7mL9YkwzAu37SaHR/52o04jywEXMH//2oUkjx1/+3VhSBxqTp0mTB21YAgU1tpxtssF5wgl/dPAI1Di13R6BOpKbiBvsIEuplXnG6VdZJlPePeYIDHXnxuJAWj9frzsA4bUR6WTaumFth6JYhpncmOqRxuO99fdMqHL/qfwY9MBHvwMdpCfiefiAioaaQBI4osi1NhPCVnmTwZeHBj7IFEmiA+73CF/n8941Wo4goSUwiLQzCGbLrj/NppTif5i78Xz3cjG0dhwX3Mzmd+PnYKDYsy8OdTz4BS9slyD84CBgmZt3kli+iIjmPEHHFW5C5+zmqSVuERGuiRyDaPvk5Z/mt0yN46/QIAOCz75UEVRg9eWY/4oq34LPP3DVtW7bQ+3KxIdb70Vf6LBj4A9TZpra2XofXGCiGKzJudPg8tF77lGqN+FbuEGzpDjiGZWhLjMPvp3IAMzDe7ZYTrXXCNZqMI0HHlBpy1vOJYkwCa5oLF1XqiKNpkdJizwur+9NflM0XHX0G7Nic6/XQWb1Wh+xUd7fnI19EJrNIpIXBtaXpEZscCrF6uBmP1L/uc/tvR4eht5jx33+xCxKJBOOfHoZ91O1z0/7oYx6T29kgrngLYstujWiGZ6A6s7jiLSTOFimMw/sv981euvC6v90PALhX/RG2q48G2NsXLtTX1+P111/H9u3bceutt4p3gcScEK30Oz991mbL9jttgA1/igDb1JYv4NioNC7AOrMcM20HYrnj9pLTuM0GXfYZtXX3X9wD03InbEkuVPaZcE2M24rjg4EUfKlPQtflLuhHvX9ftiT3Na0UUaC12HLx4XQVdsbUBvSXY2Dq1QJ1cPoiZKNcH8msgkwtLDZx5puSSAuDaNgDrB5uxr3Nf/S5vdNqwVtjo9gap4X9/T/j3NX1Zpf7jTBos2Hwv34JVVkpUm+9RfTrE8I+FtwXji8m6/9MImyJ4yv1KZcC9ijNcBayRQiWPkcidm7fjqqqKvzP//wPJHNYckCIQ7TS7/z3md6ZiCIE953JHqDOr0njCzh5jgTSWClkaRLcGD+B17tnkqDXj4wAIyM4tjwVHWlqTGe70DopQ9YJKQo73WItS2sAlid7jsm3T2OwXoNWaNEKLR7I7cOVniu4ojdidMydtrVODmFF3DSGLQqUlqfArpZjpd4t0P4QnyxKfZrRpUG9bRWK5V1eIo09sxMAqpVn4JIAHY6cgB2cYlKQqfUS+WV5iZ5o7NuH22GyRGbESyItDMR+8goUQQPcg3IdAD4xGvCJ0eC1/Y6uSwCAT5/9L2ydJZGmKdoMS59w7VwwTF2sE/FqiIWIr+HWq3LF8akSgklr7Ir5AgWK4JuuRow27P7hr1BcvBoHDx5EbKxvZ3di4RCt9Hu9bRWnwN1X44AvfJnaCgk4pskgXz+Be11OXJaqkX1lxoajpiABk4UxKG034KH3uUKxyGDEvfYe9GbEItYxhlc+GUD95VHYbDZo47SYWpOFQ19e5BzzYcMAPmxwf14/KytBzqQK9So1fpXirjH+OC7y+rREiQH3qj9CktQ7a6WU2PGO+TYA7rTyBpW7Tm2jssWr+9NXd6YY7D3U5jWFgG/fMm1xIBJIpIWB2E9eX+v4POA+m9SxeDYzh7POplDht4M9aLNYPNs0RnfR4vjVaQVxlZuiVqsWk7M6shPYzDRxgPAabs14p0VryDow06b/pCK4mqFRkx173mzH8sJSEmiLEOY9+MPfiPee89fRGSlsAcdpMgCQjwnkYwLKEinglKFZHYPCXrdYYv7PpzR1CjLXKL79djtkMhl0GVlQqVToH+jHoS+bsb50GX586zKPKS3T2Zkfa0bO1XUXVdwZlpHWp61Q9GKFj/TwWkWLp26MHzlTSuwh15ZFgsXm9Ih85ruL/cAZowrPBJiBRFoYVJXrsKYgCQ0dwnPPQiV5ejzgPjqFAjreIFwAeFfqfgPcEOcuEJXfcD3GP/sc7Y8+BgAYfHUvCl98PipCTYwOT7LWIBiYGyXg9q6KNvW2Vbhky/Z5I2CYMNvxnbfakZWRgg8+q4NaLTxQmVg48M1rmXW1DZG97/yZrkYLnzVqTglkaRKsqJvCCkzhptPAx5XJnF0aCuPgKpAjVSHB//1Ij8IMLV755jK8Jc3C+elYLHcV49irn+FM8xW8tHwtHl7pPu71q52dX+qT8EBuH0q0Jqy0mPFxXILn3KHUp9Wr1LioUgedJs2Sj+JJrdtuQ8j7TOwh7Eq5FFYf9RdMhyf7vcQWbdQ4MAe8dOBCWAKNbwFgGGyBRCrFAZMZd0udUEvDn3fviInBVNVmlP7d92D83WucbcYTJ0UXacaWGpgv10d8Htt49G/GxMLj4LHuWXmdcZd39xsbo8WB777dgawEJV76h78ggbYIEDKvrSrXRVzGwh8n5Mt0VWz4NWrs9XwBl22x4dytiXAMOXFmuRbNhVooh4GEehlSC91mtt2WEWxKncRXuRrEXpRBG6eFwWDA9PQ0vprWIt3BrbHqnFKjRGtChcWM7+kHQhJbACJKkxbLu/CO+baoR86EBFpxbgKuLU3n1J8x7yX2A2ekkEgLg+PN4bku8y0ABs9/iMHzH+I5ADfnFUItFTBqChLZ9DTyb9mKjIwMjFduwuCrez3b4io3+T4wDNjTACLF0u/f84ZYOrBdu8Vyew/El5b1fn2X/vqdDlwetWBbSSJefnMf4ltcUGWs8GwvLS3F1772tdm4VEIk+GLs4NFuHDzWDf3EdETnDZR2Y/ZJk40G9PoKBXaNGqQuTwTN3Wzg8Ai4Nm0cRuRxWKGYxuHrEtCsdqfsY3rdzS9Kpfv+0zmlxu1aPb6nH8BbiMPQ8BBiYmKg1WphSzIh32zGl/qZ5rn82BlBVRFGw0AkaVLm9yp25CwYri1N9+rgPNumF02cMZBIC4NwLTgYCwA+3//qeWRNXgnrWn6dMzPqw/zfb2E8MRGJN9+Ewhefj1pNmlhGtgDgskX2xUgsDqIxmFgMTl9x13g+c/hqg8Enz3O2P/jggyTSFhj8muJIU5wMwaTd6m2rcFfM4YhFmq/0oCxFCkW2bGa7ygyNwobuy0oc1mQBFuBoN5BrmsBOwxCGXSq0W7kp0HS5Aa1DZrT0jODYsWE4HA6sr67E9ApgU+wkSuRmPJDb56lJ4w9PZ9erBTNYPdw0KROpvFf9kVcELRyftFARahpgatLEhERaGIQ7v9MXwdSkBYPpfBPaH33MU4MWrYYBsYxsAfeYK4KYq1FRN6jO+N1+8Z8rOMuqnHLkPuK/E5uY37C7OXtHpkSd0ekv7VahaEW18oynEzHs1+GlB3dcGMHNdW5TZrQCfeUyXFZK0ZMtxceFOpSOG5BvsgMs81ldiw03DbgHq7enzqy3pDnx0eUhvPZhFwC3Ddg111yH7IQsoBNQOSSAFijRmgQF2AWDRrBezR/sNGmmWYIKm3+RNmBPxlfW1ciRDWGXxl1CxKSX901v9Uo7h+KTFir8pgGxo2gAibSwEWt+J4AwRuv6Jxo1aGzY0wAkchXGal4O+1xO4wh1eBJzNipKEvIzAj1ULAbYHcViptZ9pd3uijnsERSRwk8PSoa5d5CkRgtuggU3nQZe/no2CnvNyJmyegaoAzMzO9mD1QFgOtuFadlyfOeWeMgmJ/HJpTGcPHUCzvUbsSxnGS4NxvgVXZ1Taq/lYKJpTJrU6IgBeM2QffYUZMlnHuJ8zfXcpakVzSdNKgGcQXzUGWEWDXHmuZaonXmRI1ZYc/VwM5Ks3r5nkWBfWRR4pwiJK96CtG3fR+otjyG2LDLX9ckzfxLnoogFCxPdKM5N4KzPTo3ubMxa6/qQ9rfpZ6ehgYg+TA3knm1FqF6rQ2qCKvBBYVChaPUp0BxhaH4mHVjabsDO2iHY/Dg8VDZNoD1b7RmgXjkygkLlqMc/jb8eAOwDaZjQrsRo9kb8zapyxMfH48TJrzAxOYGsiwbYen37frHr04SWAxEn8y5/YQu0QLDr/xjC8UlTKQLbZuSkzc7cXoqkhUlVuQ5leZEbbq4Y6xTngq5yKP8mqMdk2D04iIyMDFHP7ROnLcITkGs7Ac/TKLs2rTA7XvRZuWzqbatCGtfjnDZG7VqI2YNfA7lnW1HUmlX8WXHI/Hz1MQa1/IkDFRYznqq/At3nM4O8P65MRqVxCukuG2eu55p2I8ZWqDwRtc5sOZoLtZjMkaKw14zESSvWtV01vR0AnFMydCpYD0pyOe7WxuPlsTFIzp1DUVIKHMPCJrsAYEl1ITnWBOukDBUqI0rU0fvsCsGkmSPt9jRbAxvQ9gyb8NSLJ7BnWxEe3lkSzuUGBYm0CHhw28qIi51tUvH+BIfyb8KfV9yGylFAr9fPnkiLUGTFr98l0nUQCx12vZCQMSQAbF2fKVo9aIWiNWiBBgBwOXHp/2xG4ubdSL3lMVGugZh9+DWQ4XbsB6JC0Yo02Sj3tSxlSJeO+Z12wTGobQVQ5f4nI9pyh+3sEZ24pn0Sw8tUgBWISbUhZmRGqMUN2tC+JRnNhVpP9K09W40D1enYWcv9uTf0jaNz+YxIy52aguqq/YTZZAKSUtCdFYOV8B51xK6VA4BOJCJbPx31gevsEVGMIJvNbk/GgsNic0alLo1E2hyTaRwU7VyXE5YBAHKTgZQU9w1OyLRRbOLX78LUhcBTE3wx3XOeatIID/waD2ZsFFzAjs25aO4Sx0S6QtGKXTFfhHycy2b21GGSUFuY8Gsgw+3Y9we7gB0ATluKUWtd7+nw9CXSrE4ZnMNcEWTrdMLee1V4tcI9TYBFgt6OBL3wjEi9Ug6LVMYZCcXUq7Vnq3HT1Wb9BrMJawDcc/kyjhSkYCoV6FEpsT9RA/QBstx4vHxHNpoLtbhjcgx/YRznvA6/Vo5ZFy2R1mHLwv7pG2fdekMIIa80saCatAgQoyMt3iJePdq2mCF87/ZM7N5xDTIyMjwh/bcPt+OpF09EzcU9rngLkrY8FPbxk6f/JN7FEIuGusYB/HKfe6zO0w9X4ulHKtHcNSbKbEXmBhrK7E4+E/S+XbAwEdv7thbimUcr8fDOEqwpSAp8YAjw05xJ0knPv5US30O3lVKH26CWA694zSmBukoOSVzg61BczdwV9XBTj4W9ZjQXavHy17Nxcrkaj/ddwSeGSayYNCBLZUD7GjX+VJmM0029kEiAyV0r0VzoNn/+c3wS6nmiTMg6I5SpAzanFKesxdhvqkaHLctr+3FLGWd5vgg0PowuYL6/aMD6HCJGR9qkyr/jeSjcvGcnzqctwx+OjGBdkctLREbDaI/BOnQp7GMd1OFJXIVtaMt/OgUg2vBrMUb2UGfywoYfsS3LTxZt1B/g7ZtWoOjDk4q3sN9U7ZUC5cMfog4A9t6Zm723iPNN4qQVpe0GJE1wa4fbs90iq7nQPXng5vFx/POpDvxOpcK1+mEY2/twoXMY5kEjSrcVQbucK2L/HJfI8WpjrDTqNO57WpXJEFIUTSF1QuICOhzuOdT8B6gU6ThOWYshcbkbfgpkPdgV8wUabSs81hvR8Ebbuj4TvSOmoCOt64pSODWPg6NmyJSaIOS0MCTSIqCqXBdxfczx7I1YO9zsWR5SJyPd7P8DzEdfuglxX9+F82klnHEns2G0N0NkdWk0w5PwZ2grlo8a80VudYnz1Td86Fl63y4SxLaBYQrYd8V8wREcQp2eekccRp0JnPpI9hB1AJypApz0J48plRSxlpltOcMWrGsLXHdZvSIT3xh04vUxPQ5OjsN0ehyq/CTk31mG1LXeka1OVQw6VTGcUU7hTBxgs0HV4tNHjv27sUHmGV5foOhDhkzvWRbTG41pCgjGbLt6jQ47NueiqlznyQAwSOWq2HCvgURahPzku5tQU38A9mBMVQQ4n1aK31Q8gBVjnbiUlA8AeKQ+sFlmZ/wyTKq0OJ69EQCw4u2PYD3TByDXs09HnyHqRnsMyvTCiOrS1HkbRLwaYiHiT4gxDxiR3ET5NULHLWWeL/ZwsesvUzRtkVBVrsOebUWiRWsBeITCk4q3/O6XIjMiRea/c5gZ82Su8+48tKuBKYUco6kK5HdwRZIvH04m3cnQnq3GTTFq/DTTHcl6+evZnO3+iGbtmRBCXmj8ZeZ3H0mE7feftaM0L7g0OCPQAG/B77RbpnwdFwgSaRFS1zgQtkBjOJ9WivNppZ5lRrTZpHJkGgc5kbYBdSr2r7odgNu+Y/nEFWzrvCqOLn+J7ooHZs4l8Q7pRwNjS01EhrayuFS6yRFeX2x7thV5dUyxHzpCrU/jf5GPOROw31QdsckoRYEXD4yVwoGj3dBPWkQ5J9sS4lplA5ICiDF/8AemM8jNQILZjoRJ7/qnGKuwTGPSnQxMfVphrxnt2eqgBRoQWu2ZGLTY83CtbOYBy+SKQSKmONsB76H3oUbYzFYnnnrxBKrXBr6HssuJ2F3qXQeUGLFQJG3OiMY4G75oWz3c7Im0nU8rxerhZp/RthVjnZ5jd1yXK7iP2EQ6y9MlIZ80wtt+g3GEZz5jzAMH80V48GhoxrJCsxXFqE2TyKNjgkrMPnWNA6JG0vgMOpMjEmmyNIlnYHqwJJi8I29ni+JCEmHziUu2bByzrsWgIwXXKM9DJx/1GN4yHbSAe6ZnupRbOsSOsCnkEtjswQVYzlwc4SyvKUhCYpyKM/eVX07EfE+NG62Qq+LCrjUikRYhszHOhi/a/BngVt13G9SJhVFPb7KJdJanVEE3OcINW4Sx60DYzQMeD7UQtb0vk0u2cAsHl12ciAsx9xw8Jv5ECX6anc0lWw5WKHqCPpciWwZHiZNjWOsLk1IKjY8o2ro2I063GzxCrbTdgMqmCaxpdwtIxqJjPqY7Vyh68aTiLTxruB/ZziHoMCPEhpzuYfG+ft+Bpg/4GgdlNHMjlA0dY6heo+NE+wHgl/uaOA+Yr34QoqIWgERahIg1eSAULiXlY+vlLz3Lh/JvgsJph2r9evyv79wF59XoQ3PXWNQM9thEOstTlRk9t2Zi4cKPUh881u0xtmUaYyJxiffUqthyUawI/+ZM9ZSLiCiMZvUXrZ1wht70F7NGAYA7WcCmBhQ8jdS6XIN1bb6jdkxNGts/TWh7MMx2uhMAblCdwUYlt8lAKDp+ylqMYUeyV02aUBQtlMql2oYB1DYMeB4e2Q+Uuemx6B4KuwyNA4k0ERBj8kAo8JsNmChbdYFOsAslGgZ7fOKKt3DqckIRalNNn1DxNeGFV5Sa9wVqsTk96VGVQor3ajphMPv2JOLXp4iBVJtG79tFhELODc8GO2jbH/w0O9sh/zrlubDOKUuRgt0SwBdo06lSyAIE22wyYGftEFLGrYLb2TVr+ZZplFrM6FUoUa+O5ay/wzgelShamy0bk04tehzpgnWjEt7f5bSlWDA6/qVlfVT91IRKnvgCzemweQ8lDRISaSJQVe4ezjsyMXtpD34KFHB3l/iqkYumRxofxoXdl1CTatMgVcTAPnrFs46Krwk+giOieDUg7PRoaV6S34clMerPvIlC6IWYM/hzYmUyCZxB1i35wleavULRGnZ3sa8GAmucFEqjEzEjTqwZ8R1FG0xU4GsnfFs9jZWrsMk8hcLamSaCBKcDVSYDsm1W/Dne3fHYqYoBjMCkQ414WWhCze6S4pS1BMesa72iYvtN1dg3vRWAu7aMzbBiOfrz7nFPp++YOYapRRNjdmcoBNN57rRNh+1aTyJNJErzkqI2oDdY/uOdc3A4hD+80fVI8yb1lscQk7PakwJ1m91KEL9+F+KKt8DYUoP+N5/w7E8pI0IIoRFRvixlAlkoiOWNxsZpIEPbxQR/PFSwheWBEJolGclDg68GgpYMDdYYZ8TZcLoSaUPekbKMcZvXOjaKcQfWNo4DmKlPqy/Uol4diwozN0p0UaXGcpNwNM4fXfZMHLOuFfw9sCcy8CORa77xJM63peN48xAURX+P6vQhdEoKUP/+zAClJlcx6s3Rn0awdX2m5/vI33ePPEabFu5rkEgTiR3X5c65SBsa947kFecm4Du3r+IUY8+GbxrgnQLlb2Pq2NR5G+gmRwRFIEsZi813jkdoFE+ohdtCDLz3v6G7+//Qe3gRwFhwvH/kMkYNoQuPUOCLj1BgTyRoVsfgikzlSU8yxf8A4ChT4GyC0m9tmhBGqQxxrCHq/urTVlrMMLs0uKxycCYQBEYSVIE/Exl7eMM0Vmyqxltt6R4x1NIdD/22DahQtuJe9UeeyJmQuI5Ty70aAIKBb1i/dX0m0pM0XlNRtq7PDPncwUAiTSSqynXQauQwmCKb0yU215am++2Wm60UqBD+RBxB+MLfg8bQmMnHUcI3RSmcnhqhFfLLHFfzYHFNT6L/zSeQufs5ej8vAhihFk0rDmBGfAgVwAcDM5FAqlLgQEo6AHeXJpt8mwU2m+/b/IRGxrHoaCiMw4myBBRYLdBdnnnoZ9enVZkMqDIZOILsXVUODqXEAwBnAoE/XLxSgdOWYgw5vQv8Affv6svYQlQUl+H4/hrOtp6Tn+Am1++wXe3fC+2akrSQpgOxAxy3VXp/5/CnCkQyecgfJNJEJDc9bla7PIOBHVmYzVmeBBEN/D1o1DUO+P2irLet8jKvLVD0oUDRh/2maqRKg5vN5wuqq1w8+IvIigmTBq1QtKJaecbnSCR/MDMzfx+fgsJerjDqH5VhTCbHMh/HXs5UYyBFCYUDHAPbZmjRoVThnksjyEx24ObEKeQYnZwoGVuEnVSkAZj57AVjycH/vNVa/Rf4D42Z8Mt9TchO1XBS0qmmVoDly8v2QivLS0RKfIxnGsCy9As43jwEpVwacE7rd253n+OHvzkBSNzZMrZ3o78HQj4OqkmbH6TEx8z1JXjBrkXjd8vNdp0aQUSKvwcNoaYZpVwCKyv1sW96KzocOUHNUwwVqqtcPPC/K9cUJEE/afFqLAgXrVrO6USOL92CemxBbXMNvqk+hCx5aPObKyxm1Nmt7tFOLG/x9hwNzsZoOClQNmvajVjTDnxcmewReB6hVqjFGzkKFNksWGkx4xuT7mvilwicshZj0FYKefKMSAvGkoMx9WUMaAMV+LMfwNYUJHlEFj9CLknNQ6UMqCzNxP13bOKc4+GdJXh4Zwl+ua/JS6Rp1XLcvSUfFpsTKoWUY/kDALXnBsIeG+awTvlXhH4gkSYiOzbncrrP5hKlXIr7bynkRMqEHN0JYiEh9KBhbKmBues0roktwNuQcva32l1QyqWw2mciI8HOUwwFaVwKRdEWMQ0dYx4/rNcOXYw4Y1JZkobbKpd5Tdd4qxkhCzSGKpMBvyrUeUY7lcRbkKRzoTlFi4bCOJ9CDYCn05NvYsseon5dfxImJ4sBcD87X1rWw2VbBvvlrcjQNmOlZRrptglAbka9Sh2wTm3ImRxyByb/88x0c6Ysz0NeXjHyAKxL6cPwof8UrHkWMqE3mO3Ye6jNrxA73jwU0nVWr9Gh/yM1usZMYY+ZIJEmIlXlOlFN7CLBandi76E2lOYleQk1EmfEQoXp4DzePIRrS9NRoWj1dAknAdi98m/x5sUMzjFKBVekAe4v9lPW4rBqgQSRSAPvQywYhCYPMIJKjJKW3hETmru4wZWqch0sRRNAmM/5TNrzYoYayxOdWGmxox4KAMCJsgS/Io2NryaBOkUWnFfFlJDFhcuwDAOGZRgAMKloxU2pf8SvUtz3Gn91aoGmAAjB78KNL9mC9Zu/haJ0CfR6PeIn22D+87/CDGD8yBs4XfB95Gy81Wu25sGj3ejon0TP8EyE9NPTvutS+a8biOy0WGhUkcksEmki8727ymbV2DYQVHdGLCbYsxVbuidQOX4O7MnFxfLLALgizVfB8JeW9aKJNKdhGCOfPu/xCCQWOALOG+uKUkSb1dzSPeG52bNrK4c1q5CLP4d93gpexOqiSu1z348rk6FwAImTVk73p03m4wDnzAYhSxE+X8qzAcw0JQjVqZ2yFoccRduzrQgP7yxBaV6SYFYoIyMDw4cOgf1KQ03H8YtTCZ5jgZmABd8APiFWyRFtbE62DId0reuKUmCy2KHQJGUE3lsYevwTmfkmiKjujFhM8G+S/KfwYY33F/5tlcuglHsP+mTSJB+aN6PFlhvxtZnaxJliQMw9OzZz3w97thWhqlwHlUL4lpmbHov7thaiLC8xrNdj3tc5G2/Fs4b70WHLCus8DLZeB6br7ai4NAkAXg0FDYVxOHR9Og5Up2M8XsnZtso0je/pB7DcyrV0SpcHJ1CYyR432LkRKaE6tS8t64M6J8PW9ZkozUvCD39zAgePdXNmZtY1zoQg+fWhzPfE3kNtnP2AmajafVsL8cyjlXhw20qfrx9MFHXPtiLPuQBgcNRMA9bnG7M9fUCIlHgV/vH+tfNONBJEJPBrSXI23orM63Jh7jqNTkkBDjckAxjnHHO2TY8b1ugEo2meMTLqyAWWpmhzxOcg5ge+6nd9dX1+764yAN6u87npsXC6XFi1LAE2hwv6iWnBGz0jNqrKdcB3v4WeUzqg4z8921U5q2HpOe91nK3XAcewC7I0ids77eo6c527KUHXOoV/GemEZZJ73ImyBM+/+c0GNrkEpV8ZoMmy4ZkKd19oabsB91zqxAm1FAeSbxX8HTAw5rRM+vUjWSEuTFyLz6dN6Jd3weqSe8ZihRpFO3ymn/M5Zhf2syOS9bZV6Cn4PtJMrXivLYHzOkLZJXYZ0EsHLiBFq4Q+TJ88i82Jx6++H/g2HeFAIi0K7LguN+oeO4Eo49WiEcRiQPjm6f5Sdqcsxr2OGRoz+bXm+CZv7Ew4yFPzKdW5yBCq3xUqOGeibEI3ZKY+mZ8+q16rQ0GmFhab0ytdV1WuA8q/BWNLLibP7Ic79yoB/7GfLcbQCqDK7Z3WPypDIsuINqnRd8CgtN2Awl6zJ/Vpk7mbCKxwC7yncAW9CiU2fOyun/saDqOzIttrJCEbdrdlhcWMzw1r4LItQz0Q9RFNB4+6awnd3wUJACrdJrOsz7+/7NJLBy6EfO/OSdWgh9X1yz6/r8hrKJBIiwKz5bHjD364niAWC0I3T1+1Qny38ApFK6fg+a6Yw8iSR15nZB/ppPFQSwBPwfmxbsAFj/8WICzgfJGdGuupjfLH1IXPBdcft5ShYpg7nN0x7IIi2227saHZfybnnksjmDaMQ/f5TJPbZ9tSUdnNtfPK7ZtGLqbBjilt6zgMAD6F2mzPzmSjn5z2+i5IT9IE7WoQavcmAPzdPasBwOv87PrZSCCRFgVC+bBGA+bJjiCWCvzPXPVaHXZcl8v5wmZqZYAZZ/JrlN4ppHAhM9ulgRgd8sHUCpu7Tvvcpii5Dfa+EQAzXaiyNHfdZZLO5bHhYCJjfDKTHXD02bniq3MMsjQJp+CeOSd7TujyyV48Uv86flPxgF+hNhviTCoBnKwmj5SEGEGbnmD+ZnWNA5BJvWtXfVGWl4iUBLc3aigPjqFCIi0KVJXrUJaXOGfTBzr6wzY3JogFiT8PQOYLmz/IeWdMDXRhelIJQWa2Sxv+Tbl6jQ4FWVp8eqoXCXFKbCpOE0xv+kKdtwHjR94Q3FbZ9RHGTswINGWJFKpiHZyGYXcHZSJwMcPtT6ZWymHrdMDey21Z5Q9p99S1VbknFbTnaJCkcyHemIQzGwqwqq0FyydnmgFWjHX6TXvOBk5eFy4zFYD9XQC4a8P8/d75ac7sVA2KcxP8lkkw9/facwOoXqPzRFVfOuCeapCdqonsh7sKibQo8eC2lXNnxSHQPk4Qix2hp9mqcp0n5cl3Jl8RxpxO30goirZE4M+OZZb59UcFWVrPjb9nxISmrvGQ5iXHFW9B5u7nYO46DYlchbGalz3bps5wU52KpDwotAmwGNwdmBwrjmwZbJ1OsG8MVkMiXsreiWUbulE2fhGOVAVWZ7s/D00FcfjVpplrzDWvQnvydegsyMYj9a971l9Kyg/q55gLhOw1fM2rFkpLVq/NREM7V3T7C7zUNgygtmGAOwmhewKpCaqIfxYSaVGCUfM/fvUUzNbZrVGjejSCcH/5ske7sGtliuTdnNE2kUNPRksB/k2f706/Z1uRJ1omlO4K1bcyrniLR/xbhy5h6sIXALyjYE5pNyx9PIMziRRwOWHrdcDey70HKbXjuC+3HT2qCZiWJaPHkY7VcIs0vrdaZ4xbJpxPK8VvKh7AirFOXErKn/MomhAHj3Zzfr98U+KDx7qDSksOjZm8BNmD21Z6jYriwx81JYbLA/mkRZGqch3+7TsbZ+31yvISPd4sfN8YglhKMDdT/hdqvW0V3jHfBqPE21E9UkY+fV70cxLzC/4N/dNT3GgsY79QVa4TrDuLxLcyfv2dnn8rsmVIum89lKtkUFfJPfYbHFxuYeYY5j5AyLPdaU3d2FfYqGzBmpEm3HbxM9h63cazfD8z19SMqDmfVoo/rbxj3gi03PRYznJtwwD3vsd/dvJhUsxm6/pMrxmtOWkaVJW7O3JnGxJpUUas4kF/yKXAM49W4rc/qAbgbj9++3A7nnrxBAk1YkkS6HP3uXmd6K85fvRN0c9JzC/4N/Qe3s2cvZ3JplSv0aF6rS6kVKcQTPoz8fpvIXP3c4i/4TrEVPgQaCw8xf9XUeTP+KmZ6mww19lhbXXbedh6HaiwmLGpLxUpo5m4rj8Ja6fFGSovNmsKkgRHMLI/+0JZJSEz2z3bijzLh8/0e9WTrVrm9pXr6Atc7y2U4nTYpsMuFCeRFmVmw/F/VW6i58PPvznNhkgkiPkG/3NXvcZdm8bApD6NjhjRXtNlM6PvnadEOx8x/6gqdwsuNtVrdB6HeaGayKcfqcTTD0cm0Bjiircgbdv3EVe8BS47N5UmT14meIwi2x1tY0fdGI81fhqUibo9gpP42fRRfNd1Bk9q30KFolXo1HMKP7XIICiUr/7NahsGBIMXfNus9CQN5/vi8Jl+/MsrJ1HbEDjokZHETRfHquWwGoevBDzQByTSogzzJolTR6/8LyV+5kbDvznRWChiKcIf9fL0I5VIT/LutjK6xOnAYpi68BmMLTWinpOYX+y4jhud2bE515PinE343cSqjBVI2vIQVFncVKQ8JReKbBkn6sZPgTLwo24M/M7o+crW9ZmCQjk7lZsW5QcvhO6b/O8Lf52e/rA7XJApNXFhHQwSabNCVbkO15SkRe387JAu/+ZEfmnEUqWqXMe5eTJfxBWKVjwe9zae1L4lqgUHAMDpQP+bT5BQW8TMl+9YJv0ZW3IjALfx7VjNy17jydK2fR9JWx7irOOLMXm2BIabi3ymTvkzcucrh8/0C5b4BApeCP1NxQpwWKwOyJSxSeEeT92ds0Bd40DYKtwX1WvdTwdC3i9imC0SxGKjqlyHv79mEmva3or6a5Gx7eIm0u/YwcFB6PV6pKSkICMjI+zzxBVv8TK9NbUdRdKWh+CyW6DO2yC4D+OHxp772apdjT/0VXkmBQDuCNplaQHqbUWYb6TEK6Gf9J6vGWoHLQP/b8rUqoU6NYCd2RIDiqTNAtGoCyvI1M5JiJ0gFgJ1jQNeHc51jQPobTg2K69PxraELwYHB3HixAm0t7fjxIkTGBwcjOh8/Peapa8ZYzUvewSa0D4AvFKg6wwfAADeMd/mmRjwjvk2HJuafwINgKBAA4RLfMKt1X54ZwmnqSAYdmzO9TrGYZ0SLqALAhJps0A06sLmw3xQgpiPMPYb/A7ns236WUrbBD9ahlh66PV6v8uhwqQ9+bVo7OhZXPEWr5SnEL5qz1LiIzdljTbFuQmeVCX/IS2SWu3SvOAzlcxIxod3lnjSpxnJajisJmPQJ+FBIm0WYOe72R0jvghmH2oIIAhhfD01qxRST1fnh+bN6LMnR+kKXFSXRvgkJSXF73I4xBVvQfJND3PWsaNnxpYauOwWJG15CLElN0KVUy54HqvLXQGlkHMfNHTJaqHd5xXfuX0VZ8oA+yEtkjrCUDJh7JGMTE2sRhVZVRnVpM0S7Hz3bZUD+NW+JkGPFwBeRnrJWiW+fv1ylOYlCc4mJAhiBqEBy4B39HnKFd0bz2jNK1SXRniRkZGByspKUWrS/DHdc15wpBRnn6zrUN85iWtVTQCAXZpadDhykFJ+I6eOelNxGgZGzdBPRu6gHw4p8SrOa8ep5TCa7Z7l6rUz91ehhzTm/hvMfZM/9ov/feKP2nMDeOnAhZBmtAaCRNocwRZo7HlfAHBtaTpauic8yz/cXeH5Y5M4Iwj/+Bq2vq4oBRdqP8CT2ug3DgCAwzQ+K69DLDwyMjJEF2eTZ/7EWfYlzNjo8legPG4KuNjkWVcs78I7Z/o9I65UCmnIxfNik52q4Yg0tkADuLYovh7S/MGev8r8rMzYr4d3lnjm//KpXqODfnKaM0KKfTwzASgSCw4SaXMAX+mX5Sfjr75WxLmpUNSMIMLH17D1uA3TwMXZuQZt+W2z80LEksfYUuOZ6xkK6rwNWJEH9F/c51nH1G0yI65+ua9J+OBZQq2U+TSuLc5N4KQ5mXum0EOaL9jzWPkwgktIoDECzt/xZ9v0MFnsUMamhD1Qm2rS5gChIka+pxN/mSCIyFmxqXpWXkeemo/UWx6bldciCL7FhlDNGX8iQdKWhzwD3DN3P4eplXfhWcP9qLetcp9D4ZYHc13/bLY6fG7zVYcGIOj7Z6Cas+PNQ4LrmfIJJnJfnJvgtc+6ohRMW3xffzCQSJsD5osZIkEsNdjzD4PpdgsX+0gnNQ4QswbfYiN5y3e93t+qjELOMjNWqq5xAL9rToWx4q9RsXWHZ/veQ22eonshGwqlPPpdzPwGBjaB6tCChRGjDPzGvWtL0wWP44+f+s7tqzjbmU7PGJX/2aqBoHTnHEGGswQxd9hGrwCQQJVbAUt3fVRegxoHiNmCefgwd532+KPFFW9BTM5qzzoAnJSoOm8DJ1X39uF2VK/h3pOYovuHd5bgZMswp/bKahceLSUmNj+vUZCpBXDV/3CY24QXbPSvrnGAU2/HpDBvq+Q2D3T0GThzO9kCkcFXLaxGJYd1St8d1AUJQCKNIIglg7GlBv1vPjErr2XpaYSxpYaEGjErMO8zJvXJCDX2+48v5M7y6814gat1RSmoaxzAwWPdHIE2H7DYnF71YNVrddhxXW7QAZCDR7naqaPPbaHBD6Ls2JzrNVydiTKy8RV8icQnjUQaQRBLBn7tzmy8Hok0YjZgP4CMH3kDmbuf83rv8UUbvxNyx3W52HFdrqfT8eCxbtSe856FOR9QKaReac3s1FgvkcS31ODAz6b6yK4yUbKDR7tR2zCA2nPu/2ajXIlq0giCWDLM9rgmGg9FzBb8B5BgHkiE6qMZb7C9h9rmrUAD4PEiY8Nf9jV9hIFt3SG0zKaqXIfstFjOOl+1b0Jj6cKFImkEQSwZmNqd0ZqXYek5H70XUqqR+Zc/pSgaMWuo8zZg/MgbnOVgEErRRWPetNgwkbE924pwvHkI15amB/w5+MPXfdWR+XvNQB5s/Do/k8XutU8okEgjCGJJwaR8jC01OHvwDegmxE+BxhZVkUAjZhWh5oFwCcVlfy4oy0v0WG8whf8t3RMozUviCK1gRFUoTXzBiDq+MCQLDoIgiDCIK96CuCxvawExmGr6hCw4iFknrngL0rZ9P+IHBEaM8Ls95wtNXeOeWjM2/OVo2F0F8jDlC0Gy4CAIgggDY0sN4i68w1knjUuFy26Ba9rg46jgoaYBYiHDRJgYMTQ0ZhJ03p8rmGiWmJEyv00GQcKOtqkUUvz4fQeNhSIIggiEsaWGkwoSKqzO2PXPAMCx6ehLvAZZ41+F/HrUNEAsBhiRM9fjobRqOQysmZ2MkAqlpswf/FoyochbIBHH3r6uKAVPvXgCE1PWiMZCkUgjCGLRI2RPwC+0ZsbkAFw/qaLiLTjx0Z/Qcfj32KBqmYvLJ4g5h+/MP5uw52TyRZJYxvCBmgwCiTj+9pxUTcTXBJBIIwhiCSBkT5C27fs+C635flKVt90Ja9a1uFTzIlYM7g/6NSndSSwWmFmVc/na0ZzUEyh1GkjE8bf3jJhEuS5qHCAIYtHDTz0yy6EUWleV67D9e/+KzN3PeQ2rFkIiV4V3sQQxD5nNQetyKddVlv3aYnqQsQnUZBDIk83X70elkNFYKIIgCH9Eak/ArmcD3MOq7aNX/B5jHboU9vUSxHykLC9xVsZD2Z3cmZ2vHbro+XegurFI8BepC1T/5plKwJvSkKhVYnyIxkIRBEH4hZ/CDBZ+PVuwTPfMbaE1QYgFf0bmbIk1hqaucTz14glUrxUeAD9bBEq38jti1xWl4JEvIpNZJNIIgiD8MHkmuBo0Pg7DMA1YJxYF/HorBy/SNWvwXnY2U7ChIGbtHNWkEQRB+CX8G9JsD3QniGjAF0PXlqb73V+rjk78Z8fmXNHNaec7FEkjCILwQ/z6OzF14YuwjiWvNGIx4Kse63jzELJTNbA5XOjqN6B7aAoAOH5mYpCbHovvsVz+l4I4YyCRRhAE4Qd204FEroKh8SNu04BUDji9b0qxJTdSqpNYNLBTePyZmYyA647SvE9NjNyr1mupCDVKdxIEQQSAsepIveUxpG3/e+5GAYEGuCNwBLEYEfIME6s+LDc91mvdtaXpnuaFtw+346kXT4huwTFfIZFGEAQRAkxkLfH6byG25EbvHaRyqHLKZ/26CGK2EPIIYw9lL8tLDPvceZlaPPNoJcryEpGTpvFMGwg0TH2xQulOgiCIEGHsPEY+fd67Xs1ph6WnEf1vPoGkLQ8h9ZbH5uQaCSJa+PMMq22YiXDlpsdCq1GEZNdRkKkV7I4MZpj6YoREGkEQRJi47Ba/28dqXkZMzmqqTSMWHUJCih/d6h6aCjmqtvdQG062DOPBbSs55xdzmPpCgtKdBEEQYRLM6Cey4SAWG75GMwlFt8IxvWXMa/nnryrX4XFWl+dSgEQaQRBEmASKpAE0w5NYXPgr4K8q12HPtiLRXutsmz5qszoXCiTSCIIgwsSXD1ps2a2ef4/VvAxjS81sXRJBRJVABfwP7yzxGM6GItjyMry7OlUK6ZLs6GRDNWkEQRBhwvdQc9ktUOdt8EpxmrtOU10asSgIpoCfX692vHkIpmm7x+wWAHJSNZBKJZ51XYNTnHPs2VYEi83JWTfbszrnAyTSCIIgIsDX4Hb2MHaaPEAsFkIp4Geb3vLpGTH5fR2LzblkOzrZkEgjCIIQGXaETZ23gaJoxKIi2AHi/FRo9RodhsbNaOmeCHgs23ttqXV0siGRRhAEEQV8RdgIYqnAj4Tt2JwLAHjqxROedUxak4mS8QVZsIJwsUIijSAIgiAI0fEVCfMXHVvKgkwIEmkEQRAEQUQFoUjYUo+OhQKJNIIgCIIgRKWucWBJ15KJhcTlcol/UolkUqVSaQsLC0U/N0GIRXt7OywWi8HlcsXP9bXQZ4ZYCMynzwxAn5v5islix+Co2bOcGKeEywXEqGTQqOSc/aYtDq/1i4lIPzPREmkDADQAroh+coIQj2UATC6Xa84f8+gzQywQ5s1nBqDPzXxFoUnKkKviBP0yrFP6bofVZJQpNXHK2JRc/vrZu8pZI6LPTFREGkEQBEEQBBEZNBaKIAiCIAhiHkIijSAIgiAIYh5CIo0gCIIgCGIeQiKNIAiCIAhiHkIijSAIgiAIYh5CIo0gCIIgCGIeQiKNIAiCIAhiHkIijSAIgiAIYh5CIo0gCIIgCGIeQiKNIAiCIAhiHkIijSAIgiAIYh5CIo0gCIIgCGIeQiKNIAiCIAhiHkIijSAIgiAIYh5CIo0gCIIgCGIeQiKNIAiCIAhiHkIijSAIgiAIYh5CIo0gCIIgCGIeQiKNIAiCIAhiHkIijSAIgiAIYh7y/wOUDG6J3duAkwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 750x225 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "langerin_reduced.fit(1, 5, policy=\"progressive\")\n",
    "draw_evaluate(langerin_reduced)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Two more clusters and still little noise. There is room for more. At this point we choose a `member_cutoff` of 10 for the fit, ensuring that we do not yield very small, meaningless clusters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Execution time for call of fit: 0 hours, 0 minutes, 6.1926 seconds\n",
      "--------------------------------------------------------------------------------\n",
      "#points   R         C         min       max       #clusters %largest  %noise    \n",
      "26528     0.500     5         10        None      7         0.710     0.011     \n",
      "--------------------------------------------------------------------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x225 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "langerin_reduced.fit(0.5, 5, policy=\"progressive\", member_cutoff=10)\n",
    "draw_evaluate(langerin_reduced)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This looks good so far. There is no point in going any further at this stage. If we reduce *r* even more, we begin to loose clusters again into noise:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Execution time for call of fit: 0 hours, 0 minutes, 2.9209 seconds\n",
      "--------------------------------------------------------------------------------\n",
      "#points   R         C         min       max       #clusters %largest  %noise    \n",
      "26528     0.400     5         10        None      9         0.681     0.029     \n",
      "--------------------------------------------------------------------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x225 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "langerin_reduced.fit(0.4, 5, policy=\"progressive\", member_cutoff=10)\n",
    "draw_evaluate(langerin_reduced)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Clustering hierarchy level 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We saw that parts of the data could be splitted further, but that increasing the density criterion leads to possible loss of relevant information in other data areas. Especially the first cluster can obviously be splitted further. Let' recluster it applying a higher density criterion. For this we first need to freeze this cluster result and isolate the obtained clusters into individual child cluster objects."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label\tr\tc\n",
      "--------------------\n",
      "1\t0.5\t5\n",
      "2\t0.5\t5\n",
      "3\t0.5\t5\n",
      "4\t0.5\t5\n",
      "5\t0.5\t5\n",
      "6\t0.5\t5\n",
      "7\t0.5\t5\n"
     ]
    }
   ],
   "source": [
    "# Lets make sure we work on the correctly clustered object\n",
    "print(\"Label\", \"r\", \"c\", sep=\"\\t\")\n",
    "print(\"-\" * 20)\n",
    "for k, v in sorted(langerin_reduced.labels.info.params.items()):\n",
    "    print(k, *v, sep=\"\\t\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Freeze this cluster result\n",
    "langerin_reduced.isolate()\n",
    "current = c1 = langerin_reduced.children[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By default, the isolation assigns an alias to each child cluster that reveals its origin. In this case \"root - 1\", translates to the first child cluster of the root data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CNN clustering object (root - 1)"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "current"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now cluster the first child cluster from this current cluster result with increased density criteria."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Execution time for call of fit: 0 hours, 0 minutes, 0.2149 seconds\n",
      "--------------------------------------------------------------------------------\n",
      "#points   R         C         min       max       #clusters %largest  %noise    \n",
      "18839     0.400     10        10        None      3         0.946     0.029     \n",
      "--------------------------------------------------------------------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x225 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Recluster first cluster from last step\n",
    "current.data.points.cKDTree()  # We pre-compute neighbourhoods here\n",
    "r = 0.4\n",
    "current.calc_neighbours_from_cKDTree(r=r)\n",
    "current.fit(r, 10, member_cutoff=10)\n",
    "draw_evaluate(current)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Good ..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Execution time for call of fit: 0 hours, 0 minutes, 0.2091 seconds\n",
      "--------------------------------------------------------------------------------\n",
      "#points   R         C         min       max       #clusters %largest  %noise    \n",
      "18839     0.375     10        10        None      5         0.825     0.041     \n",
      "--------------------------------------------------------------------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x225 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Recluster first cluster from last step\n",
    "current.data.points.cKDTree()  # We pre-compute neighbourhoods here\n",
    "r = 0.375\n",
    "current.calc_neighbours_from_cKDTree(r=r)\n",
    "current.fit(r, 10, member_cutoff=10)\n",
    "draw_evaluate(current)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Better ..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Execution time for call of fit: 0 hours, 0 minutes, 0.1514 seconds\n",
      "--------------------------------------------------------------------------------\n",
      "#points   R         C         min       max       #clusters %largest  %noise    \n",
      "18839     0.300     10        10        None      5         0.774     0.114     \n",
      "--------------------------------------------------------------------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x225 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Recluster first cluster from last step\n",
    "current.data.points.cKDTree()  # We pre-compute neighbourhoods here\n",
    "r = 0.3\n",
    "current.calc_neighbours_from_cKDTree(r=r)\n",
    "current.fit(r, 10, member_cutoff=10)\n",
    "draw_evaluate(current)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Probably to much! Let's keep the second last try."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also work on the second cluster of the first split."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [],
   "source": [
    "current = c2 = langerin_reduced.children[2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Execution time for call of fit: 0 hours, 0 minutes, 0.0485 seconds\n",
      "--------------------------------------------------------------------------------\n",
      "#points   R         C         min       max       #clusters %largest  %noise    \n",
      "6993      0.400     5         10        None      2         0.615     0.013     \n",
      "--------------------------------------------------------------------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x225 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Recluster second cluster from last step\n",
    "current.data.points.cKDTree()  # We pre-compute neighbourhoods here\n",
    "r = 0.4\n",
    "current.calc_neighbours_from_cKDTree(r=r)\n",
    "current.fit(r, 5, member_cutoff=10)\n",
    "draw_evaluate(current)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Clustering hierarchy level 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The re-clustered data points still may be clustered further."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [],
   "source": [
    "current = c1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label\tr\tc\n",
      "--------------------\n",
      "1\t0.375\t10\n",
      "2\t0.375\t10\n",
      "3\t0.375\t10\n",
      "4\t0.375\t10\n",
      "5\t0.375\t10\n"
     ]
    }
   ],
   "source": [
    "# Lets make sure we work on the correctly clustered object\n",
    "print(\"Label\", \"r\", \"c\", sep=\"\\t\")\n",
    "print(\"-\" * 20)\n",
    "for k, v in sorted(current.labels.info.params.items()):\n",
    "    print(k, *v, sep=\"\\t\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CNN clustering object (root - 1)"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "current"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [],
   "source": [
    "current.isolate()\n",
    "current = c1_1 = current.children[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CNN clustering object (root - 1 - 1)"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "current"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-15T10:22:21.659782Z",
     "start_time": "2020-05-15T10:22:06.533636Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Execution time for call of fit: 0 hours, 0 minutes, 14.5640 seconds\n",
      "--------------------------------------------------------------------------------\n",
      "#points   R         C         min       max       #clusters %largest  %noise    \n",
      "15541     0.280     15        10        None      2         0.676     0.142     \n",
      "--------------------------------------------------------------------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x225 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Recluster first cluster from last step\n",
    "current.data.points.cKDTree()  # We pre-compute neighbourhoods here\n",
    "r = 0.28\n",
    "# current.calc_neighbours_from_cKDTree(r=r)\n",
    "current.fit(r, 15, member_cutoff=10)\n",
    "draw_evaluate(current)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Clustering hierarchy level 3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And on it goes ..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [],
   "source": [
    "current.isolate()\n",
    "current = c1_1_1 = current.children[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Execution time for call of fit: 0 hours, 0 minutes, 0.0792 seconds\n",
      "--------------------------------------------------------------------------------\n",
      "#points   R         C         min       max       #clusters %largest  %noise    \n",
      "10506     0.220     15        10        None      2         0.650     0.309     \n",
      "--------------------------------------------------------------------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x225 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Recluster first cluster from last step\n",
    "current.data.points.cKDTree()  # We pre-compute neighbourhoods here\n",
    "r = 0.22\n",
    "current.calc_neighbours_from_cKDTree(r=r)\n",
    "current.fit(r, 15, member_cutoff=10)\n",
    "draw_evaluate(current)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Merge hierarchy levels"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We want to leave it with that for the moment. We can visualise our cluster hierarchy to get an overview. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Cluster hierarchy as pie diagram (hierarchy level increasing from the center outwards)\n",
    "_ = langerin_reduced.pie()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And we can finally put everything together and incorporate the child clusters into the root data set. We get an impression on how big the extracted clusters are relative to each other. In principle we have 5 or 6 dominating clusters in terms of size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Deep=None goes done to the bottom of the hierarchy\n",
    "langerin_reduced.reel(deep=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After this call, cluster labeling may not be contiguous and sorted by size, which we can fix easily."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [],
   "source": [
    "langerin_reduced.labels.sort_by_size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x225 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_evaluate(langerin_reduced)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label    Size\n",
      "=============\n",
      "(0, 6617)\n",
      "(1, 6831)\n",
      "(2, 4298)\n",
      "(3, 2834)\n",
      "(4, 2604)\n",
      "(5, 2112)\n",
      "(6, 425)\n",
      "(7, 324)\n",
      "(8, 191)\n",
      "(9, 72)\n",
      "(10, 56)\n",
      "(11, 44)\n",
      "(12, 42)\n",
      "(13, 40)\n",
      "(14, 38)\n"
     ]
    }
   ],
   "source": [
    "print(\"Label    Size\")\n",
    "print(\"=============\")\n",
    "print(*sorted({k: len(v) for k, v in langerin_reduced.labels.clusterdict.items()}.items()), sep=\"\\n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For later re-use, we save the clustering result in form of the cluster label assignments."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save\n",
    "np.save(\"md_example/cluster_labels.npy\", langerin_reduced.labels)\n",
    "with open(\"md_example/cluster_labels_info.json\", \"w\") as f_:\n",
    "    f_.write(json.dumps(langerin_reduced.labels.info.params, indent=4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read\n",
    "langerin_reduced.labels = np.load(\"md_example/cluster_labels.npy\")\n",
    "with open(\"md_example/cluster_labels_info.json\") as f_:\n",
    "    langerin_reduced.labels.info = cnn.LabelInfo(None, None, json.load(f_))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have several option to fine tune our cluster result. Depending on the used kind of validation of the result, clusters may turn out to be irelavant or splitted to much. If we want to throw out a number of clusters for any reason, we can do this by declaring all their membering points as noise:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 239,
   "metadata": {},
   "outputs": [],
   "source": [
    "langerin_reduced.labels.trash([6, 7, 10, 11, 12, 13])\n",
    "langerin_reduced.labels.sort_by_size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 240,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label    Size\n",
      "=============\n",
      "(0, 7548)\n",
      "(1, 6831)\n",
      "(2, 4298)\n",
      "(3, 2834)\n",
      "(4, 2604)\n",
      "(5, 2112)\n",
      "(6, 191)\n",
      "(7, 72)\n",
      "(8, 38)\n"
     ]
    }
   ],
   "source": [
    "print(\"Label    Size\")\n",
    "print(\"=============\")\n",
    "print(*sorted({k: len(v) for k, v in langerin_reduced.labels.clusterdict.items()}.items()), sep=\"\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 247,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x225 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_evaluate(langerin_reduced)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also group clusters together:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 248,
   "metadata": {},
   "outputs": [],
   "source": [
    "langerin_reduced.labels.merge([7, 8])\n",
    "langerin_reduced.labels.sort_by_size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 249,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x225 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_evaluate(langerin_reduced)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### MSM estimation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Assuming our data was sampled in a time-correlated manner as it is the case for MD simulation data, we can use this clustering result as a basis for the estimation of a core-set Markov-state model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 250,
   "metadata": {},
   "outputs": [],
   "source": [
    "M = cmsm.CMSM(langerin_reduced.get_dtraj(), unit=\"ns\", step=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 251,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Estimate csMSM for different lag times (given in steps)\n",
    "lags = [1, 2, 4, 8, 15, 30]\n",
    "for i in lags:\n",
    "    M.cmsm(lag=i, minlenfactor=5, v=False)\n",
    "    M.get_its()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0.0, 10459.606311240232)]"
      ]
     },
     "execution_count": 252,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x450 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the time scales\n",
    "fig, ax, *_ = M.plot_its()\n",
    "fig.tight_layout(pad=0.1)\n",
    "ax.set(**{\n",
    "    \"ylim\": (0, None)\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x450 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "matrix = ax.imshow(M.T, cmap=mpl.cm.inferno)\n",
    "fig.colorbar(matrix)\n",
    "ax.set(**{\n",
    "    \"aspect\": \"equal\",\n",
    "    \"xticks\": range(len(M.T)),\n",
    "    \"xticklabels\": range(1, len(M.T) + 1),\n",
    "    \"yticks\": range(len(M.T)),\n",
    "    \"yticklabels\": range(1, len(M.T) + 1)\n",
    "})\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label\tr\tc\n",
      "--------------------\n",
      "1\t0.19\t15\n",
      "2\t0.4\t5\n",
      "3\t0.25\t15\n",
      "4\t0.4\t5\n",
      "5\t0.375\t10\n",
      "6\t0.375\t10\n",
      "7\t0.19\t15\n",
      "8\t0.19\t15\n",
      "9\t0.5\t5\n",
      "10\t0.5\t5\n",
      "11\t0.5\t5\n",
      "12\t0.5\t5\n",
      "13\t0.375\t10\n",
      "14\t0.375\t10\n",
      "15\t0.5\t5\n",
      "16\t0.19\t15\n",
      "17\t0.25\t15\n"
     ]
    }
   ],
   "source": [
    "# Lets make sure we work on the correctly clustered object\n",
    "print(\"Label\", \"r\", \"c\", sep=\"\\t\")\n",
    "print(\"-\" * 20)\n",
    "for k, v in sorted(langerin_reduced.labels.info.params.items()):\n",
    "    print(k, *v, sep=\"\\t\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [],
   "source": [
    "langerin_reduced_less = langerin.cut(points=(None, None, 50))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "ename": "MemoryError",
     "evalue": "Unable to allocate 10.5 GiB for an array with shape (52942, 26528) and data type float64",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mMemoryError\u001b[0m                               Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-143-4379ad10935c>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mlangerin_reduced_less\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcalc_dist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlangerin_reduced\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmmap\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmmap_file\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"/home/janjoswig/tmp/tmp.npy\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mchunksize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1000\u001b[0m\u001b[1;33m)\u001b[0m  \u001b[1;31m# Distance map calculation\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~/CNN/cnnclustering/cnn.py\u001b[0m in \u001b[0;36mcalc_dist\u001b[1;34m(self, other, v, method, mmap, mmap_file, chunksize, progress, **kwargs)\u001b[0m\n\u001b[0;32m   1732\u001b[0m                 \u001b[0mlen_self\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpoints\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1733\u001b[0m                 \u001b[0mlen_other\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mother\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpoints\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1734\u001b[1;33m                 self.data.distances = np.memmap(\n\u001b[0m\u001b[0;32m   1735\u001b[0m                     \u001b[0mmmap_file\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1736\u001b[0m                     dtype=settings.float_precision_map[\n",
      "\u001b[1;32m~/CNN/cnnclustering/cnn.py\u001b[0m in \u001b[0;36mdistances\u001b[1;34m(self, x)\u001b[0m\n\u001b[0;32m   1124\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mdistances\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1125\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mDistances\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1126\u001b[1;33m             \u001b[0mx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mDistances\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1127\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_distances\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1128\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~/CNN/cnnclustering/cnn.py\u001b[0m in \u001b[0;36m__new__\u001b[1;34m(cls, d, reference)\u001b[0m\n\u001b[0;32m    722\u001b[0m             \u001b[0md\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    723\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 724\u001b[1;33m         \u001b[0mobj\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0matleast_2d\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0masarray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0md\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfloat_\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mview\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcls\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    725\u001b[0m         \u001b[0mobj\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_reference\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    726\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mobj\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~/.pyenv/versions/miniconda3-4.7.12/envs/cnnclustering/lib/python3.8/site-packages/numpy/core/_asarray.py\u001b[0m in \u001b[0;36masarray\u001b[1;34m(a, dtype, order)\u001b[0m\n\u001b[0;32m     81\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     82\u001b[0m     \"\"\"\n\u001b[1;32m---> 83\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0marray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0morder\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0morder\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     84\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     85\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mMemoryError\u001b[0m: Unable to allocate 10.5 GiB for an array with shape (52942, 26528) and data type float64"
     ]
    }
   ],
   "source": [
    "langerin_reduced_less.calc_dist(langerin_reduced, mmap=True, mmap_file=\"/home/janjoswig/tmp/tmp.npy\", chunksize=1000)  # Distance map calculation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cluster alternatives"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is always recommended to cross validate a clustering result with the outcome of other clustering approaches. We want to have a quick look at the alternative that density-peak clustering provides."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x750 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pydpc_clustering = pydpc.Cluster(langerin_reduced.data.points)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Clustering in this case is just a single step without the need of parameter specification. In the following, however, we need to extract the actual clusters by looking at the plot below. Points that are clearly isolated in this plot are highly reliable cluster centers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "pydpc_clustering.autoplot = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x750 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pydpc_clustering.assign(0, 1.8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This gives us 7 clusters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x225 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "langerin_reduced.labels = (pydpc_clustering.membership + 1)\n",
    "draw_evaluate(langerin_reduced)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we are interested in core clusters we want to apply the core/halo criterion to disregard points with low cluster membership probabilitie as noise."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x225 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "langerin_reduced.labels[pydpc_clustering.halo_idx] = 0\n",
    "draw_evaluate(langerin_reduced)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "M = cmsm.CMSM(langerin_reduced.get_dtraj(), unit=\"ns\", step=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-12T09:31:02.428514Z",
     "start_time": "2019-09-12T09:31:02.357788Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "*********************************************************\n",
      "---------------------------------------------------------\n",
      "Computing coreset MSM at lagtime 1 ns\n",
      "---------------------------------------------------------\n",
      "\n",
      "Using 116 trajectories with 25900 steps over 7 coresets\n",
      "\n",
      "All sets are connected\n",
      "---------------------------------------------------------\n",
      "*********************************************************\n",
      "\n",
      "\n",
      "*********************************************************\n",
      "---------------------------------------------------------\n",
      "Computing coreset MSM at lagtime 2 ns\n",
      "---------------------------------------------------------\n",
      "\n",
      "Using 116 trajectories with 25900 steps over 7 coresets\n",
      "\n",
      "All sets are connected\n",
      "---------------------------------------------------------\n",
      "*********************************************************\n",
      "\n",
      "\n",
      "*********************************************************\n",
      "---------------------------------------------------------\n",
      "Computing coreset MSM at lagtime 4 ns\n",
      "---------------------------------------------------------\n",
      "\n",
      "Using 116 trajectories with 25900 steps over 7 coresets\n",
      "\n",
      "All sets are connected\n",
      "---------------------------------------------------------\n",
      "*********************************************************\n",
      "\n",
      "\n",
      "*********************************************************\n",
      "---------------------------------------------------------\n",
      "Computing coreset MSM at lagtime 8 ns\n",
      "---------------------------------------------------------\n",
      "\n",
      "Using 116 trajectories with 25900 steps over 7 coresets\n",
      "\n",
      "All sets are connected\n",
      "---------------------------------------------------------\n",
      "*********************************************************\n",
      "\n",
      "\n",
      "*********************************************************\n",
      "---------------------------------------------------------\n",
      "Computing coreset MSM at lagtime 15 ns\n",
      "---------------------------------------------------------\n",
      "\n",
      "Trajectories [0, 1, 73]\n",
      "are shorter then step threshold (lag * minlenfactor = 75)\n",
      "and will not be used to compute the MSM.\n",
      "\n",
      "Using 113 trajectories with 25732 steps over 7 coresets\n",
      "\n",
      "All sets are connected\n",
      "---------------------------------------------------------\n",
      "*********************************************************\n",
      "\n",
      "\n",
      "*********************************************************\n",
      "---------------------------------------------------------\n",
      "Computing coreset MSM at lagtime 30 ns\n",
      "---------------------------------------------------------\n",
      "\n",
      "Trajectories [0, 1, 4, 63, 73]\n",
      "are shorter then step threshold (lag * minlenfactor = 150)\n",
      "and will not be used to compute the MSM.\n",
      "\n",
      "Using 111 trajectories with 25447 steps over 7 coresets\n",
      "\n",
      "All sets are connected\n",
      "---------------------------------------------------------\n",
      "*********************************************************\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Estimate csMSM for different lag times (given in steps)\n",
    "lags = [1, 2, 4, 8, 15, 30]\n",
    "for i in lags:\n",
    "    M.cmsm(lag=i, minlenfactor=5)\n",
    "    M.get_its()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-12T09:31:20.706043Z",
     "start_time": "2019-09-12T09:31:19.851168Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x450 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the time scales\n",
    "fig, ax, *_ = M.plot_its()\n",
    "fig.tight_layout(pad=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x630 with 7 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figsize = mpl.rcParams[\"figure.figsize\"]\n",
    "mpl.rcParams[\"figure.figsize\"] = figsize[0], figsize[1] * 0.2\n",
    "M.plot_eigenvectors()\n",
    "mpl.rcParams[\"figure.figsize\"] = figsize"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This result is in good agreement with the one we obtained manually and argualbe faster and easier to achieve. If we decide that this result is exactly what we consider valid, then this is nice. If we on the other hand want to tune the clustering result further, with respect to splitting, noise level and what is considered noise in the first place we gain more flexibility with the manual approach."
   ]
  }
 ],
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